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Bayesian Lasso Posterior Sampling via Parallelized Measure Transport
It is well known that the Lasso can be interpreted as a Bayesian posterior mode estimate with a Laplacian prior. Obtaining samples from the full posterior distribution, the Bayesian Lasso, confers major advantages in performance as compared to having only the Lasso point estimate. Traditionally, the Bayesian Lasso is implemented via Gibbs sampling methods which suffer from lack of scalability, unknown convergence rates, and generation of samples that are necessarily correlated. We provide a measure transport approach to generate i.i.d samples from the posterior by constructing a transport map that transforms a sample from the Laplacian prior into a sample from the posterior. We show how the construction of this transport map can be parallelized into modules that iteratively solve Lasso problems and perform closed-form linear algebra updates. With this posterior sampling method, we perform maximum likelihood estimation of the Lasso regularization parameter via the EM algorithm. We provide comparisons to traditional Gibbs samplers using the diabetes dataset of Efron et al. Lastly, we give an example implementation on a computing system that leverages parallelization, a graphics processing unit, whose execution time has much less dependence on dimension as compared to a standard implementation.
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Bayesian Lasso via Parallelized Measure Transport
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Bayesian Lasso \kwdOptimal transport theory \kwdconvex optimization \kwddistributed optimization \kwdMonte Carlo sampling
1 Introduction
A quintessential formulation for sparse approximation is Tibshirani's Lasso, which simultaneously induces shrinkage and sparsity in the estimation of regression coefficients [32]. The formulation of the standard Lasso is as follows:
where is a vector of responses, is a matrix of standardized regressors, and is the vector of regressor coefficients to be estimated.
It is known that the Lasso can be interpreted as a Bayesian posterior mode estimate with a Laplacian prior [32]. Imposing a Laplacian prior is equivalent to -regularization, which has desirable properties, including robustness and logarithmic sample complexity [24]. Various algorithms for solving (1.1) are typically employed, including Least Angle Regression (LARS), iterative soft-thresholding and its successors, and iteratively reweighted least squares(IRLS) [6], [1],[9], [10]. These methods are scalable, yet they only provide a point (maximum a posteriori) estimate. With i.i.d. samples from the posterior distribution, the Bayes optimal decision, can be approximately computed for any set of possible decisions and any loss function by minimizing the empirical conditional expectation:
Previous approaches have been developed [25, 13] to sample from the posterior distribution corresponding to the Lasso problem based on Markov Chain Monte Carlo methods (MCMC). However these methods necessarily introduce correlations between the generated samples, are sequential in nature, and do not often scale well with dataset size or model complexity [15],[23], [19].
We here consider a measure transport approach, where i.i.d. samples from the posterior distribution associated with the Lasso are produced by first generating i.i.d. samples from the Laplacian prior and constructing a map that transforms a sample from into a sample from . From here, the posterior samples are constructed as . We exploit previous results that cast Bayesian posterior sampling from a measure transport perspective [7], [21], that turn the construction of into a relative entropy minimization problem [16], and that exploit the Bayesian Lasso posteriorâs log-concavity to turn construction of with polynomial chaos into a convex optimization problem [18] that is amenable to parallelization [22]. In this Lasso setting, we further show that constructing the optimal map to transform prior samples to posterior samples can be performed with off-the-shelf Lasso solvers and closed-form linear algebra updates.
1.1 Relevant Work
Park and Casella proposed a Gibbs sampler for a variation of the original Bayesian Lasso problem, where the latent variance scale variable in the Gauss-scale mixture representation of the Laplacian distribution has a prior distribution [25]. This structure leads to a tractable three-step Gibbs sampler that can be used to draw approximate samples from the posterior and construct credibility intervals. Hans [13] obviated the need for hyper-parameters and used a direct characterization of the posterior distribution to develop a Gibbs sampler to generate posterior samples. As an MCMC algorithm, the Gibbs sampler generates a Markov chain of samples, each of which is correlated with its previous sample. The correlation between these samples can decay slowly and lead to burn-in periods where samples have to be discarded [28]. Although theoretical upper bounds on the convergence of Gibbs samplers have been proved [27], these guarantees are weaker in the case of Bayesian Lasso. [26] developed a two-step Gibbs sampler for the Bayesian Lasso with improved convergence behavior. However, a way to derive i.i.d. samples from the Bayesian Lasso posterior without burn-in periods has remained elusive.
Moshely et al. first proposed an alternative method for directly sampling from the posterior distribution based on a measure transport approach [7], [21] using a polynomial chaos expansion [11]. Bayesian inference can be cast as a special case of this, where the original distribution is the prior (which in many cases is easy to sample from) and the target distribution is the posterior. Recently, Kim et al. further investigated the Bayesian transport sampling problem and showed that when the prior and likelihood satisfy a log-concavity property, the relative entropy minimization approach to find a transport map with a polynomial chaos representation is a convex optimization problem [16]. Mesa et al. introduced an Alternating Direction Method of Multipliers (ADMM) reformulation and showed that this minimization can be performed by iteratively solving a series of convex optimization problems in parallel [22]. Wang et al. used a measure transport approach to extend the randomize-then-optimize MCMC approach to sample from posteriors with priors by transforming the prior distribution to a Gaussian distribution [34].
1.2 Our Contribution
We present a technique to sample from the Bayesian Lasso posterior based on a measure transport approach [7], [16]. The formulation is conceptually different from the Gibbs sampler methodology; our initial objective is not to compute samples from the posterior, but rather compute a transport map based upon training samples. Once the transport map is computed, one can generate an arbitrary number of posterior samples by first computing samples from the prior and passing them through the transport map. We show that construction of the transport map can be performed in a parallelized fashion based on an Alternating Direction Method of Multipliers (ADMM) formulation, as in [22]. Unique to the Lasso formulation, our solution only requires off-the-shelf Lasso solvers and linear algebra updates. This provides opportunities to leverage computing architectures with parallelization and attain significant completion time improvements.
We exploit the ability to draw i.i.d. samples from the posterior to develop an Expectation Maximization (EM) algorithm for maximum likelihood estimation of in (1.1). Additionally, we compare our results to a Bayesian Lasso Gibbs sampler from [25] and show that we achieve similar results when analyzing the diabetes dataset presented in [6]. Finally, we show that our framework is amenable to implementation in architectures that leverage parallelization and provide performance of an example implementation with a graphics pocessing unit (GPU).
The rest of the paper is organized as follows. In Section 2, we provide some preliminaries and definitions. In Section 3, we introduce a relative entropy minimization formulation for Bayesian Lasso posterior sampling via measure transport. We consider transport maps described in terms of polynomial chaos and show how under a log-concavity assumption (which applies for the Lasso problem), the relative entropy minimization can be performed with ADMM methods from convex optimization. We then show how, unique to the Bayesian Lasso, this formulation can be reduced to iteratively solving a collection of Lasso problems in parallel and performing closed-form linear algebra updates. In Section 4, we exploit the ability to draw i.i.d. samples from the posterior to develop an Expectation Maximization (EM) algorithm for maximum likelihood estimation of in (1.1). In Section 5, we compare our results to a Bayesian Lasso Gibbs sampler from [25] and achieve similar results when analyzing the diabetes dataset from Efron et al in [6]. In Section 6, we show that our framework is amenable to implementation in architectures that leverage parallelization and provide performance of an example implementation with a graphics pocessing unit (GPU). In Section 7, we conclude and discuss future potential directions.
2 Definitions
2.1 Bayesian Lasso Statistical Model
We consider the following generative model of how a latent and sparse random vector relates to a measurement :
and the measurement noise satisfies .
We assume an i.i.d. Laplacian statistical model on with parameter . Therefore, the following Bayesian Lasso regression model is specified as:
where represents the density function, evaluated at , of a multivariate normal random variable with expectation and covariance matrix . We note that the negative log posterior density satisfies
As such, the standard Lasso problem for a given
is a maximum a posteriori estimation problem for the Laplacian prior in (2.3).
In the model above and throughout using our methodology, we assume that the parameter is fixed and known, deviating from the results from the Bayesian Lasso Gibbs sampler first presented in [25], for which is imparted with a prior. As such, we are considering the posterior distribution associated with the original Bayesian interpretation to Lasso, for which the solution to (1.1) is the MAP estimate. We will discuss the assumptions associated with [25] in Section 5.
2.2 Transport Maps
Define as the space of probability measures over endowed with the Borel sigma-field.
Definition 2.1 (Push-forward).
Given and , we say that the map pushes forward to (denoted as ) if a random variable with distribution results in having distribution .
This gives insight into the notion of "transport maps" because they transform random variables from one distribution to another.
We say that is a diffeomorphism on if is invertible and both and are differentiable. We say that a diffeomorphism is monotonic on if its Jacobian satisfies the property that is positive definite for all , e.g.
Define the set of all monotonic diffeomorphisms as .
With this, we have the following lemma from standard probability:
Lemma 2.2.
Consider any and , that both have the densities , with respect to the Lebesgue measure. Then if and only if
where is the Jacobian matrix of the map at .
We note from a classical result in optimal transport theory [4, 33] that if and have densities and with respect to the Lebesgue measure, there will always exists a transport map that is a monotonic diffeomorphism (e.g. ) that pushes to .
3 Bayesian Lasso via Measure Transport
In this section, we provide background on measure transport theory and show that for the Bayesian LASSO, we can efficiently find a transport map that transforms samples from the prior distribution in (2.3) to samples from the posterior. We utilize the ADMM framework introduced in [22] and develop a Bayesian Lasso transport map by iteratively solving a collection of Lasso problems (which themselves can be solved with existing efficient sparse approximation algorithms) in parallel and performing linear algebra updates.
As an alternative to the Gibbs sampling approaches described previously, we consider finding a transport map that pushes the prior to the posterior . Throughout, we will assume and are the densities associated with the prior and posterior, respectively. Given such a map, we can sample from the posterior distribution by transforming i.i.d. samples with to i.i.d. samples from the posterior. Figure 3 shows the effect of a transport map on samples for the Bayesian Lasso in (2.3).
3.1 A Convex Optimization Formulation
Recent work [16, 18] has shown that for the problems where the prior density and likelihood are log-concave in , constructing a transport map that pushes to can be performed with convex optimization.
Consider fixing as the true posterior density. Given an arbitrary , then there will be an induced (with density ( for which pushes to . That is, from the Jacobian equation:
For an arbitrary , need not be the same as . From this perspective, we re-define our problem as finding the transport map that minimizes a distance between and the induced . We use the Kullback-Leibler divergence and arrive at the following optimization problem:
By defining
where the densities refer to the likelihood and prior, (3.2) becomes
Moreover, when is log-concave (equivalently when is convex), this (infinite-dimensional) optimization problem is convex. Moreover, note that the proportionality constant in the denominator of the posterior density for Bayes rule is not required to perform this minimization, because it does not vary with .
Parametrization of the Transport Map: In order to solve (3.4), we parametrize the problem to arrive at a finite-dimensional convex optimization problem. We approximate any as a linear combination of basis functions through a Polynomial Chaos Expansion (PCE) [35], [8] where are the polynomials orthogonal with respect to the prior :
with being if and otherwise. Now define and we have that:
We can then approximate the expectation from (3.4) using an empirical expectation based upon i.i.d. samples from the prior . Within the context of the Bayesian Lasso, is the Laplacian (doubly exponential) distribution which is easy to sample from. Letting and , we arrive at the following finite-dimensional problem:
Whenever is log-concave (equivalently is convex), this is a finite-dimensional convex optimization problem. Moreover, as , from the PCE theory, the map converges (in the relative entropy sense) to a transport map that pushes to (see [17]).
3.2 Parallelized Convex Solver with ADMM
More recently, [22] demonstrated a scalable framework to solve (3.12) which only requires iterative linear algebra updates and solving, in parallel, a number of quadratically regularized point estimation problems. The distributed architecture involves an augmented Lagrangian and a concensus Alternating Direction Method of Multipliers (ADMM) formulation:
for any fixed .
A penalized Lagrangian is solved iteratively by first solving for
and then solving, in parallel for , the other variable updates:
ADMM guarantees convergence to the optimal solution [3]. To emphasize, each th update in (3.15) can be solved in parallel. As (3.15b) is an eigenvalue-eigenvector decomposition (details can be found in [22]), it follows that all the updates involve linear algebra with the exception of (3.15c), which is a quadratically regularized point estimation problem.
3.3 Efficiently Solving the Bayesian Lasso
We exploit the unique problem structure of Bayesian Lasso to simplify a scalable implementation.
Lemma 3.1.
The PCE for the Laplacian distribution is where are the Laguerre polynomials.
Where the first equality holds because the Laplacian density is related to the exponential density by , the second equality holds by symmetry of the function being integrated, and the third follows because the PCE for the exponential distribution is obtained with the Laguerre polynomials [35]. ∎
We now show that for Bayesian Lasso, the only ADMM update that is not linear algebra is simply a Lasso problem.
Theorem 3.2.
Corollary 3.3.
For the Bayesian Lasso, the problem of finding a map to generate i.i.d. samples from solved by iteratively solving for linear algebra updates and solving, in parallel, a collection of -dimensional Lasso problems (1.1).
The procedure for Bayesian Lasso via measure transport is outlined in Algorithm 3.3.
function BayesianLasso , , , , , )
\InputSamples from prior in (2.3)
\Output holds coefficients of map such that
Construct and via Polynomial Chaos Expansion for as in (3.8) and (3.10)
Construct as in (3.14)
Initialize and randomly for
\While has not converged
Update as in (3.13)
Update in parallel for as in (3.15)
and with a Lasso solver as in (3.17)
4 Choosing via Maximum Likelihood Estimation
The parameter of the standard Lasso in (1.1), , can be chosen by cross-validation, generalized cross-validation, and ideas based on unbiased risk minimization [32]. Park and Casella used empirical Bayes Gibbs sampling [5] to find marginal maximum likelihood estimates of hyperparameters via EM algorithm [25]. This empirical scheme, however, is specific to the Gibbs sampler and the hierarchical model introduced in [5]. Here, we propose an EM algorithm to calculate a maximum likelihood estimate of according to the statistical model where and (and thus ) are assumed fixed and non-random. Without loss of generality, for the remainder of this section, we assume here that and so .
As such, our statistical model is of the form where is a Laplacian density with parameter and .
In the EM framework, it is our objective to find
This can be performed by iteratively solving in the E-step for the posterior distribution with : . Since we can generate i.i.d. posterior samples with our transport map , define as i.i.d. samples from . The M-step is found by solving for :
where (4.4) follows from (2.2) and (2.3) with and , (4.5) follows from closed form minimization, and (4.6) follows from approximating the conditional expectation with an empirical expectation using i.i.d. from .
Altogether, this becomes
5 Comparisons to Gibbs Sampling
We now present comparisons of our measure transport methodology with a Gibbs sampler for Bayesian Lasso based on the diabetes data of Efron et al [6], which has . We will follow the analysis presented in [25] and compare our results with the respective Gibbs sampler. We note that our Bayesian Lasso model differs from that in [25] in that we do not place a prior on . We first introduce and clarify models of Bayesian Lasso. Then we compare regression estimates obtained using Gibbs sampling with those obtained using our methodology.
5.1 Models of Bayesian Lasso
Park and Casella [25] extend the Bayesian Lasso regression model to account for uncertainty in the hyperparameters by not only placing prior on in accordance with the interpretation of the Laplacian as a Gauss Scale mixture, but in addition placing a prior on . Haans et al. [14] introduced computational approaches to handle model uncertainty under the Bayesian Lasso regression model and provided an implementation to run Gibbs sampling for different regression models. Here we give a summary of these varying Bayesian Lasso regression models.
Succinct Fixed Parameters
A "succinct" fixed parameter model operates with (proportional to ) and fixed and non-random. We denote the probability space induced by this model as . The generative model is expressed by (2.2) and (2.3). Therefore, for any , the posterior distribution can be expressed in density form as
In our Measure Transport approach, we operate on a fixed parameter model. We also refer to this model as the Bayesian-frequentist approach.
Fixed Parameter Gauss Scale Mixtures Model
In order to develop Gibbs samplers, it is natural to interpret the Laplacian distribution as a scale mixture of Gaussians.
We denote the probability space induced when and are still non-random and the prior (2.3) is represented as a Gauss-scale mixture with latent random variables as . For any , the posterior distribution on given and latent variables
is proportional to the product of the following probabilities
Note that for any for which , for instance , it follows that . In other words, is the restriction of to : . Thus this is also a Bayesian-frequentist approach; its primary purpose is for using latent variables for Gibbs sampling.
Prior on
Another Bayesian perspective formulated by Park and Casella [25] treats as a random variable with a prior density , inducing a probability space . The prior on given is the standard Laplacian
that is, the penalty parameter is now scaled by the squared root of the error variance. This gives rise to the following hierarchical representation of the full model:
For any the posterior distribution on given y takes the form:
5.2 Analysis on Diabetes Data
We analyze a diabetes data set [6] and compare results when using the Gibbs sampler presented in [25] which utilizes a prior on (operating on ) and when using samples from our transport based methodology (operating on ). We show that despite our treatment of as fixed, we achieve similar results as we capture the complexity of the posterior distribution in this real dataset.
Figure 7 compares our measure transport Bayesian Lasso posterior median estimates 7 with the ordinary Lasso 7 and the Gibbs sampler posterior median estimates 7. We take the vector of posterior medians as the one that minimizes the norm loss averaged over the posterior. For all three methods, the estimates were computed by sweeping over a grid of values for . We implemented our measure transport Bayesian Lasso with a Polynomial Chaos Expansion order of 3, and trained with prior samples to compute a transport map. The specifications for the Gibbs sampler were to use a scale-invariant prior on and to run for 10,000 iterations after 1000 iterations of burn-in.
Figure 7 shows the resulting optimal (depicted with a vertical line) found by the EM algorithm presented in Section 4. The vertical line in Figure 7 is the optimal found by [25] (with prior on ) by running a Monte Carlo EM algorithm corresponding to the particular Gibbs implementation. The vertical line in the Lasso graph 7 represents the estimate chosen by n-fold cross validation.
Despite treating as fixed, the paths are very similar to the Bayesian Lasso imparted with a prior on . As already noted in previous work, the Bayesian Lasso paths are smoother than the Lasso estimates.
We further compare the 95% credible intervals for the diabetes data obtained with a fixed (the optimal corresponding to the Gibbs sampler) for the marginal posterior distributions of the Bayesian Lasso estimates. Figure 8 shows the corresponding result for the Lasso, Gibbs sampler, and our proposed methodology. The Gibbs sampler credible intervals are wider in comparison due to the treatment of as random.
Figure 11 shows Kernel Density Estimates of two of the regression variables obtained by Gibbs sampling and sampling with a transport map. The density estimates obtained through a Gibbs sampler operating on are similar in shape and support to those from a transport map, verifying the convergence to the posterior distribution in both methods. The small differences seen in the estimates might be due to the polynomial nature of the transport map. We also show kernel density estimates obtained with a Gibbs sampler operating on for comparison.
6 Parallelized Implementation and Applications
The fundamentally parallel nature of our Bayesian Lasso formulation allows for solution implementation on a variety of platforms. The fact that our solution relies solely on linear algebra and Lasso solvers allows for it to be deployed in a variety of architectures for parallel computing. In order to leverage the parallel nature of the algorithm presented above, we here present implementation with a Iterative-Reweighted Least Squares (IRLS) Lasso solver implemented in a Graphics Processing Unit (GPU) solution.
6.1 IRLS solver within a GPU Implementation
In the last several years, GPUs have gained significant attention for their parallel programmability. In this work, we made use of the ArrayFire library that abstracts low-level GPU programming and provides highly parallelized and optimized linear algebra algorithms [20].
We implemented Algorithm 3.3 using ArrayFire. To solve Lasso problems of (2.5) we implemented a generalized iterative re-weighted least-squares (GIRLS) [2] algorithm. The GIRLS algorithm requires solving only least-squares sub-problems with linear algebra operations thus facilitating its implementation in ArrayFire.
Figure 12 shows execution times of computing a transport map with and PCE order of 3 running a Python implementation on an Intel Core i7 processor at 2.40 GHz(4 CPUs) and running with the ArrayFire implementation on an NVIDIA GeForce 840M GPU. As the complexity of the problem increases (determined by increasing ), the ArrayFire implementation readily outperforms the Python implementation. This showcases the future possibilities for rapid computation of transport maps on architectures that feature parallelization capabilities.
7 Discussion and Conclusion
We have shown that an i.i.d. posterior Bayesian Lasso sampler can be constructed with a measure transport framework with iteratively solving in a collection of standard LASSO problems in parallel and performing closed-form linear algebra updates. This formulation allows one to leverage the diversity of Lasso solvers to sample from posterior. For example, we show how posterior Bayesian Lasso transport samplers can be constructed with a GPU. We also note that this algorithm could be readily implemented in other systems for parallelization such as cloud computing.
Another potential application for inference with this transport-based approach is within the context of the Internet-of-Things (e.g. wearable electronics). In these settings, energy efficiency is of paramount importance, and wireless transmission usually is the most energy-consuming. Developing a framework such as ours where inference is performed on chip, obviates the need to transmit collected waveforms. Instead, one only needs to transmit information about the posterior distribution, which is a sufficient statistic for any Bayesian decision making problem. In our case, this boils down to transmission of coefficients of the polynomials representing the transport map. From there, in the cloud for instance, i.i.d. prior samples may be transformed into i.i.d. posterior samples. Figure 13 shows a potential use of our posterior transmission scheme and a comparison to current transmission schemes.
Another energy-efficient application could be achieved by implementing our Bayesian Lasso algorithm in analog systems. The Local Competitive Algorithm (LCA) first presented in [29] is an analog dynamical system inspired by neural image processing and exactly solves (1.1). This system has already been implemented in field-programmable analog arrays [31] and integrate-and-fire neurons [12], thus showing promising results for reduced energy in hardware implementations.
In the LCA, a set of parallel nodes, each associated with an element of the basis , compete with each other for representation of the input. The dynamics of LCA are expressed by a set of non-linear ordinary differential equations (ODEs) which represent simple analog components. The system's steady-state is the solution to (1.1). Using the formulation presented in Theorem 3.2, we could solve (3.15c) by presenting the LCA dynamics in terms of and :
where denotes the th column of and is a thresholding function that induces local non-linear competition between nodes.
We have presented a framework to find a posterior for the Bayesian Lasso, however this parallelizable formulation could be easily extended to other priors and sparsity problems. Dynamic formulations for spectrotemporal estimation of time series [30] could be extended to a fully-Bayesian perspective to enable improved statistical inference and decision making.
M. Mendoza acknowledges support from the NSF Graduate Research Fellowship. T.P. Coleman acknowledges support from the NSF Center for Science of Information under Grant CCF-0939370, NSF grant IIS- 1522125, NIH grants 1R01MH110514, and ARO MURI grant ARO-W911NF-15-1-0479.
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Hello! I need an expert who can approve my games on app store. you just need to approve it. Other things are done We have many games you just need to get approved the game on you account or mine account and then transfer it to my account
Looking to develop an online gaming portal and also an app for mobile. Need experts who are good in developing games and also who have good understanding of the UI and UX design for the same.
We are a football technology business who is looking to develop an entertainment based football experience. Creating a destination venue using fun football games, great food and a cool atmosphere. The target audience will be 18-35-year-olds who like to go out and have fun with their friends. So it is important that the work, whilst remaining professional
...(add to template). ・ It is ideal that the depiction of WebGL changes interactively by scrolling ・ Space-like particles are ideal. ・ I want you to limit the load of drawing memory, so I think that it is better to be as unrestrained as possible when doing nothing and move against actions such as scrolling (or mouse moving). ▼ notification ・ I think that
Legacy FORTRAN code to be optimised (memory allocation 32bit to 64bit), de-bugged and recompiled with intel compiler under Visual studio and VB.NET UI using Azure team server. UI does not need to be modified. Local (GB) preferred. Longer term partnership required as project is complex in mathematical/engineering calculations that are being done and
...(add to template). ・ It is ideal that the depiction of WebGL changes interactively by scrolling ・ Space-like particles are ideal. ・ I want you to limit the load of drawing memory, so I think that it is better to be as unrestrained as possible when doing nothing and move against actions such as scrolling (or mouse moving). ▼ notification ・ I think that
...is used in order to pay out the Free Cash Flow to Debt and Free Cash Flow to Equity (As the scheme in the attachments). The goals are: 1) Take the last financial report of Facebook and prepare the above scheme using the data you will find. You have the calculation formulas so it will be very easy to follow! 2) Comment the data you have find in 2-3 pages
hello, do you have some example projects? and are slot games the only games good for reveneu?
Looking for unity3d game developers to work on hypercasual games. Apply with your 3d mobile games portfolio Looking forward to hear from you guys.
Need a designer to hire board game for kids , related to coding games
Our company basically work for k...at home and stick to electronic gadgets. We have designed a curriculum for school kids which will be implemented in their school syllabus. Our curriculum is based on five games football, basketball, cricket, rugby and Frisbee. This curriculum includes fun activities which will attract children to come out and play.
For an online multiplayer browser game, real time games need UDP-like networing. And it has to be server-authoritative(client's can't cheat) So the TURN server will be able to verify the messages before relaying. You must be a WebRTC expert with good knowledge about TURN, STUN and UDP(RTP) Please describe your webritc experinece, and also about turn
make it from scratch using c languange
...is passionate about the world of sports, then send your application and we will be glad to have you as part of our ever growing team. Specifically the job is attending live games to collect data with our app. Get paid for attending matches of football, baseball, basketball, ice hockey, rugby, volleyball, handball, soccer and more! Must be at least
...IndexOutOfBoundsException. 2. (30 points) Implement each of the methods above for an array-based list. 3. (30 points) Implement each of the methods from problem 1 for a linked-memory list implementation....
...[kirjaudu nähdäksesi URL:n] and our homepage [kirjaudu nähdäksesi URL:n] Firstly we would like them both to display the offer image (slider area). Up to now only the homepage displays this. Secondly when the template is done. We would like to be able to add any of the games at our casino into the games boxes. When we have tried to copy
...demonstrating the usage of TensorflowLite GPU Delegate SSBO input output buffers, using camera2 as direct input to TF model and TF model output direct to display. No CPU/GPU memory copies. Side-requirement: access to modern Android smartphone for testing (eg. Samsung S9+). [kirjaudu nähdäksesi URL:n]
I have a little bootloader that flash a new firmware into the top memory, when it finish i make Reset() (LINE 197) and aplication runs fine , the problem is when I turn off the circuit, it start again from bootloader I make a eeprom variable set to 1 if flash was sucessfuly, so then if eeprom == 1 I perform a reset() (LINE 79) to force to start aplication
1. I have 1200 unfulfiled orders on Shopify. I made an order and re...update tracking number for every order separately. 2. I'm sellling this current store. I will provide you with post copy + screenshots. First i need you to have legitimate facebook profile. Than i need you to join at least 30 shopify/dropshipping groups and post my offer in there.
Create Casino game description for over around 500 games with a consistent writing and fixed structure. I can provide information sources, but the content must be original and will be checked over plagiarism. I'm looking for someone who has experience in Casino copywriting and, potentially, this can become a recurring work. These are the things I'm
I have an IT business. I need social media marketing expert specially Facebook marketing professional who can handle a social ads campaign to generate leads. My target market is USA, Europe and Asian countries. I will fix a good payment for qualified freelancer. Note : Share me your previous work experience.
...the game updates Of course, there are more things to keep in mind. The game project is very similiar to this game so take a look at it as a reference. [kirjaudu nähdäksesi URL:n] For more information contact me. ---------------------------------------------------------------------------------------------------------------
Looking for a Ad Designer for Facebook Ads. We need it for a Software. Please only send your offer when you have expirience in it. Thanks
Create posts, upload images, engage users
implementing and testing the GET-MEMORY algorithm. This algorithm uses the Next-Fit(First-Fit-With-A-Roving-Pointer) technique also implementing and testing the FREE-MEMORY algorithm
...designs. Please make a bid only after you read all the description and download the game, and offer a price for all 10 designs. I upload some examples of banners of *OTHER* games, not for the current one....
We suspect a memory glitch on our website (writen in PHP). Sometimes for no reason (know) the memory of the server goes up to almost 100%. Then the website become inaccessible and need to be restart. CPU plot are normal. Its a Virtual Server and we do not have access to Apache config but we can retrieve the Apache Log. You will be given access FTP,
I am looking for someone to finish a game that is built using Construct 2. Please bid on this project if you know Construct 2 only, and have experience in using it. The...project if you know Construct 2 only, and have experience in using it. The game is a tower defense game, so i would prefer if you have experience in making these kinds of games.
...specific game points for player who serves. [kirjaudu nähdäksesi URL:n] the information in html that is being updated every 5 seconds. We can provide json file from [kirjaudu nähdäksesi URL:n] Example live games right now: [kirjaudu nähdäksesi URL:n] G. - Goffin D. [kirjaudu nähdäksesi URL:n] F. - Rublev A. [kirjaudu nähdäksesi URL:n] F...
Looking to work with somebody who can create content for our business pages on Google My Business & Facebook posts. Niche is a Self Storage Facility so it will be quite simple.
...HTML5 Adsense for games, it is not adsense integration with games but a preloader ads that appear before game loads. You can see example at [kirjaudu nähdäksesi URL:n] Currently we are using FLASH Adsense for games but Adsense has stopped supporting flash and they asked us to implement HTML5 Adsense for games. See the guidelines
I am looking for a Lead Video Editor to join my team that is 100% remote. This is a FULL TIME position and salary range is USD$500-$750 per month depending on your experience and skills. We're scaling up production from 1 video per week to 4 plus snack-size highlights for IG/FB and other socials... all on a strict 48hr turnaround. And my videos are often 1hr plus. As lead video editor you&...
Mobile Application Start/Stop Trip List of places visited by user...Trip share setting, Feedback/Contact) Profiles Page (Name, Address, other details) My Trips(Listing/Edit/Delete) Trip View, Landmarks View, Dine View, Lodge View, Map View, Memory View, Travel View Add personal and shared notes to each place logged Testing Implemented Flow Share Trips
Greetings, I am looking for a chrome extension that will do the following: Select people from a specific group I belong to Send Message to these people en mass. Bonus points if I can use short code. i.e. {fname}
We are an apparels supplie...printing business. We already have a website, google maps, waze and facebook page with 300+ followers/likes. We are located in Johor Malaysia and would like to have a SEO service provider to boost our search results on Google to the top 3. Website: [kirjaudu nähdäksesi URL:n] Facebook: [kirjaudu nähdäksesi URL:n]
Memory allocation .
...and meteor scroll 10 meteor and super meteor scroll 10 scroll 6-when you finish all the 3 accounts teleport the 3 one bye one after finishing 7-travel to original map using memory agate (((pleaaase make sure its in original map ))))) 8-you will find it always in f5 i will make sure it's there with the map saved in first slot 9-select first slot
I need a very creative Instagram & Facebook manager to create content and manage our instagram & Facebook account. should be able to create posts and engage potential clients in the Massachusetts Area. We are a sameday delivery company , that also does courier service, trucking, daily routes, medical specimen pickups and van deliveries. Need proven

subset: commoncrawl


text:
Our mission is to connect modern Japanese business with traditional but "new" interpretation Japanese business thinking.
We based on Syojiki-Honest, Akarusa-Brightness, Omoiyari-Kindness.
Yamada Hokoku, Ninomiya Sontoku, Ishida Baigan, Shibusawa Eiich, Matsushita Konosuke were all based on these thought and made success in business or business thinking.
We continue our study and improvement.
Please contact us with Email.


text:
After registering, you will receive an email containing the link to the Material Submission Form where you will submit your script. On that form, you will indicate the name of the executive you chose to review your script.
After submitting your script, please allow at least 2-3 weeks for the exec to review the material. When the exec is ready, you will be contacted via email to schedule your private one-hour story notes call.
Available secret execs include:
*Great for comedy, drama, rom com, sci fi and action projects!


text:
Production Supervisor 2nd Shift
Glendale Heights IL
Leads and engages production team employees, plans, coordinates, and supervises the daily activities of their assigned department(s) to ensure efficient production. Responsible for making sure all tasks performed by the production team are performed safely, efficiently and accurately to maintain and improve plant performance in the areas of safety, quality and cost control.
Reports to the Director of Operations and is located in Glendale Heights, IL.
Oversee and monitor day-to-day operation of assigned area(s) including work flow, management of work in process, job assignments, rotations, etc. to insure "smooth flow" and efficient production.
Promote workforce safety by complying with safety policies and procedures, participating in safety-related trainings, incident reviews and corrective actions, and contributing safety suggestions for improvement.
Build production team that demonstrates diverse thought, innovative discussion, demonstrate fair treatment and respect in all aspects of interaction with employees; address employee concerns/requests in a timely and caring manner; ensure all employees and ideas are respected and valued and their unique and diverse perspectives are leveraged to improve business results.
Participate in the scheduling process including advance production schedule review to communicate issues in a pro-active, timely manner for resolution; coordinate and communicate schedule to Leads and employees to assure daily production schedules are met.
Set schedule and crew rosters; employee hours and headcount to insure adherence to established budget.
Effectively orient, train and develop employees in fundamentals of production and his/her position utilizing new hire orientation process, ongoing performance feedback, position analyses and other management tools.
Produce and review daily production reports for schedule adherence, efficiencies and other data; provide reports and information to Operations Manager and other designated personnel as required.
Ensure Standard Operating Procedures (SOP's), Good Manufacturing Practices (GMP's), Safe Quality Food (SQF), and Hazard Analysis Critical Control Points (HACCP) requirements are followed.
Suggest process and other cost savings improvements, tracked daily and weekly and process improvements are implemented through actions resulting in effective and efficient process flow.
Initiate employee discipline and corrective actions as needed, working with Human Resources and Management to insure fair and consistent policy application and compliance with company policy and federal, state and local laws; conduct/assist Human Resources with employee relations or other workplace investigations.
Monitor product quality and work with R&D and QA Departments to ensure customer specifications are met and GMP's are effectively deployed.
Review department timekeeping records on a daily basis and verify weekly time records for department staff; within payroll system monitor employee attendance/absenteeism and hold employees accountable as appropriate within established company policies and practices.
Develop relationship with maintenance staff to review Preventative Maintenance (PM) scheduling and communicate equipment issues to reduce equipment downtime.
Liaise with sanitation, quality assurance, and other departments to communicate and resolve issues impacting production and plant performance.
Assist in the recruitment process for department positions; develop succession plans for key personnel, including Leads; recommend merit adjustments and/or promotions to management.
Perform miscellaneous duties and projects as assigned and required.
Job Specifications:
Safety awareness - identifies and corrects employee behavior and conditions affecting employee safety, upholds safety standards.
Puts the Customer and Consumer First - acts with both in mind.
Communicates effectively and candidly - communicates clearly and directly, approachable, relates well to others, engages people and helps them understand change, provides feedback, articulates clearly, actively listens.
Achieves results through teamwork - is open to diverse ideas, works collaboratively, holds self and others accountable, involves others to accomplish individual and team goals.
Leads through positive influence - demonstrates strong character, builds partnerships, work/life balance, takes personal responsibility for developments, acts as role model to others.
Coaches and develops others - builds teams, develops and cares about team members, values and manages diversity, provides candid and constructive feedback.
Leads change and innovation - challenges the status quo, embraces technology and process improvements, gathers ideas of others.
Executes with excellence - action-oriented, drives for results, sets clear expectations, reviews progress, acts decisively, solves problems.
Provides clear and strategic direction - plans and organizes well, multi-task abilities, stays focused on priorities, visualizes and plans for the future, understands the industry and marketplace.
Bachelor's Degree or combination of education and experience in a food manufacturing environment.
5-7 years' experience in a food manufacturing environment with at least two years of supervisory/leadership experience; meat/USDA experience a plus.
Demonstrated leadership skills with a solid track record of people development, team building, conflict resolution, and the ability to train and motivate personnel to achieve efficient production results.
Effective communication skills (verbal, written, presentation/training) and the ability to successfully interact with diverse personalities at all levels in a multi-cultural environment.
Experience working with manufacturing-based technology, processes and principles.
Working knowledge of GMP's, SOP's, HAACP, OSHA and other quality and safety programs in food processing environments.
Good math and computer skills (Microsoft Suite - Excel, Word, Outlook).
Ability to work flexible hours including some weekend work
Bi-lingual (English/Spanish) a plus.
Experience working in a non-union environment.
The compensation package for this position is commensurate with experience and includes an attractive base salary with annual bonus incentive and a competitive benefits package.
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Pop Surreal artist Nouar and Martian Toys are pleased to announce the latest flavor of Mister Self Indulgence… Atomic, limited to 66 units worldwide and is exclusive to our friends at Strangecat Toys.
Each 9" Mister Self Indulgence comes his own unique flavor Lil' Scoopy standing at 4" tall... Click here to order!
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Spurs appeal against Zokora dismissal at Manchester City
Last updated at 15:34 19 December 2007
dismissal during the Carling Cup quarter-final win over Manchester City.
Zokora was given a red card by referee Steve Bennett in the 20th minute at
Eastlands for a tackle on Elano, and FA officials will consider the case
"Tottenham have submitted a claim for wrongful dismissal in relation to the
sending-off of Didier Zokora for serious foul play against Manchester City in
last night's Carling Cup tie," read a statement from the FA.
Zokora would face a three-match ban if the red card was upheld, leaving Spurs
with bigger problems in defence.
Juande Ramos has played midfielder Zokora at the back, such is the shortage of
fit defenders at White Hart Lane.
Michael Dawson missed the 2-0 win against City after suffering a migraine at
the weekend, while Ledley King, Gareth Bale, Ricardo Rocha and Benoit
Assou-Ekotto are on the sidelines.
They could have been reduced to nine men after Steed Malbranque's reckless
challenge, a tackle that appeared worse than Zokora's.
"I don't think the referee made a good decision, Didier is not a dirty
player," said full-back Pascal Chimbonda.
However, Spurs have not had much luck with FA appeals recently and were furious
earlier this month when Robbie Keane's red card against Birmingham was upheld.
Former Spurs skipper Gary Mabbutt, when asked on Sky Sports News whether
Bennett's decision was right, said: "By the letter of the law, yes.
"The referee's opinion was that it was red card. We don't want to see games
being re-refereed."
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text:
- Follow CFA Society India (Indian Association of Investment Professionals) on WordPress.com
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Tag Archives: CFA India
The Other Half of Macroeconomics and The Fate of Globalisation
Speaker: Richard Koo, Chief Economist, Nomura Research Institute Moderated by: Navneet Munot, CFA, Director, IAIP and CIO, SBIMF Contributed by: Ishwar Chidambaram, CFA, CIPM Mr. Richard Koo began his enthralling presentation with some insights into Donald Trump's Presidency. He said that … Continue reading
Posted in Events, India Investment Conference, Mumbai Tagged #IIC18, #IndiaInvConf, Balance Sheet, Balance Sheet Recession, CFA India, CFA Institute, CFA Institute India, CFA Society India, Global Macro, IAIP, Ishwar Chidambaram CFA, Macroeconomics, Navneet Munot CFA, Nomura, Nomura Research Institute, Richard Koo, SBI Fund Management, SBIMF Leave a comment
Geopolitical Landscape in Asia as China Expands and America Retreats
Speaker: James McGregor, Chairman, Greater China, APCO (Beijing) Consulting Company Ltd. Moderator: Jayesh Gandhi, CFA, President, IAIP Contributed by: Chetan Shah, CFA, Secretary, IAIP There are stark differences in the boards of Chinese and US companies. According to James Mc … Continue reading
Posted in Events, India Investment Conference, Mumbai Tagged #IIC18, #IndiaInvConf, @iaipcfa, APCO (Beijing) Consulting Company Ltd., Belt and Road Initiative, CFA India, CFA Institute, CFA Institute India, CFA Society India, China, Hambantota, IAIP, India, James McGregor, Japan, Khorgos, Kunming, Make America Great Again, Make in China 2025, Malaysia, OBOR, Pakistan, Singapore, South China Sea, Sri Lanka, TPP, Trans Pacific Partnership, USA Leave a comment


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Bathtimes are for cleaning…and being fucked senseless, we guess. Watch this hot bitch do both.
Uploaded: 01-01-1970
Posted by: Mr. Porn Geek
Views: 2244
This BBW wants to be fucked hard, so she is going to walk around the pool until she gets the chance!
Categories: Sex
Views: 4250
You aren't going to get a better experience than this one when it comes to sex. Shitty video quality, but awesome threesome fucking.
Categories: Asian
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They have been caught! Watch these two Asians tease each other's pussies until they cum all over each other.
Uploaded: 23-12-2017
Categories: Reality
Views: 490
When a girl is given the chance to be famous, she'll do whatever it takes to get to the top of the food chain. Watch what this bitch gets up to for a shot at the big time!
Categories: Big Ass
Views: 5611
This horny stepmother wants her son…badly. She is going to do everything in her power to get him. Thankfully, he really does not take much in the way of convincing.
Views: 4034
These are some natural tits. Seriously natural. What better way to put them to use than to seduce her sister's boyfriend?
Categories: Small Tits
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Bet this producer is happy he called in this girl to the casting couch. She is no doubt going to give him one of the best fucks of his life.
Categories: Teen
Views: 1334
She is oiled up. Dildo buried deep in her pussy. One of the best masturbation videos you are going to see in a while.


text:
2019 Maruti Suzuki Ertiga review, road test
Tata developing Creta-sized 'Blackbird' SUV
2019 Honda Civic India review, test drive
2019 Tata Harrier review, test drive
Most fun-to-drive small cars under Rs 10 lakh in India
A look back on 25 years of Mercedes in India
2019 Tata Harrier image gallery
New Mahindra XUV300 image gallery
With new regulations round the corner and new vehicles launching soon, Tata Motors had to make sure they were ahead of the game with their planning. We speak to Tata Motors Chief Technology Officer Rajendra Petkar about what's in store.
WIAA Centenary and 2019 Parx Supercar Rally video
2019 Cartier Concours d'Elegance video
Quick News video: April 20, 2019
Ford Mustang GT meets its ancestors video
Hyundai Venue first look video
Quick News video: April 13, 2019
Breaking the BIC lap record in a Porsche 911 GT2 RS video
Carlos Tavares, CEO, Groupe PSA interview video
Kia SP2i SUV trial production video
Quick News video: April 6, 2019
Linda Jackson, CEO, Citroen interview video
Get all the latest updates from the automobile universe


text:
American company Hyperloop One plans to have the first Hyperloop connections up and running by 2021. The company is considering dozens of routes fr the high-speed transport system worldwide, including in the Netherlands, Het Parool reports.
On Tuesday the company presented nine possible European routes in Amsterdam. The routes were devised by the semi-finalists of a route competition the company had. The Netherlands route includes Amsterdam, Rotterdam, Eindhoven, Den Bosch, Arnhem and Lelystad.


text:
corporate identity staionary business card, letter headm envelops
Bütçe $10-30 USD
corporate identity staionary business card, letter headm envelops
Dear Sir/Mam, We have read project description & found that we are fully competent for your project. Please spare few seconds to visit our portfolio. We believe you will found us a best choice for your project. Loo Daha Fazla
Bu iş için 33 freelancer ortalamada $39 teklif veriyor
I have read the project brief regarding corporate identity stationary business card, letter head envelope and I am very clear about the requirements. Please take a look at my portfolio : https://www.freelancer.in/u Daha Fazla
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Hi I am qualified and very professional designer for your project. I read the project very carefully and I can complete the project and gives you 100% satisfied result on time. I have 10 years of experience and I ca Daha Fazla
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Hello, I am an expert Graphics Designer having 10 years experience in creative Graphics making Sir I will create and send you different and unique design options within 12 hours to choose and Unlimited FREE revisions Daha Fazla
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Hello Greetings for the day. This is Ramneet Kaur. I am a proficient in Graphic design, illustrator,Flash designer, Maya, Max, 2D & 3D design,Adobe Photoshop,3d modelling,Caricature & Cartoons and Logo Design. Daha Fazla
I have read the description and understand your requirements. i am available right now... to work on this job... I am Graphic Designer with the 15 year experience in Graphic Designing and Web Designing. my key skill Daha Fazla
HELLO, Hope you are doing good. I am Suparna a kolkata based graphic designer.I am a certifed "Preffered Freelaner". I am having 5 years experience in to this field. you can check my work in my portfolio: http Daha Fazla
I'm a creative & experienced designer with 6 years of experience. My valuable experience came from the hard-work in printing industry lead. I prepare such an awesome graphics designs. I never compromise when i comes to Daha Fazla
This is Shajiah, My working methodology is quite simple & effective that is; -Believe in Quality of work rather than Quantity. -On Time Delivery of each & every Project. -Quick Turn around with 100% Job satisfaction. Daha Fazla
HI The minimal budget! It will be ready during day File a vector 300dpi format AI, PSD, PNG, JPG Former works can be seen in my portfolio. Any questions.


text:
Onex swoops on wealth manager
Gluskin Sheff is one of the largest and most respected independent wealth management firms in Canada
Gluskin Sheff is one of the largest and most respected independent wealth management firms in Canada
We have been evaluating numerous third-party funds
We are honoured and wish to thank our clients for placing their trust in Northland Wealth
When an accounting firm creates a dedicated business line to address the needs of very wealthy clients, there is substantial evidence that it can increase the firm's overall profitability
Speculation is mounting that the bank is dumping some lines of business to focus on just a few areas, including financial advice
Should regulators step in? Time will tell and no doubt there will be some bad actors
The transaction, which is expected to be accretive to Blucora's earnings per share and free cash flow, brings together two leaders in the tax-focused wealth management space.
The transaction, expected to close in the second quarter, is Janney's second investment bank acquisition in less than 12 months, following the addition of HighBank Advisors in May 2018.
BVI recorded growth in new incorporation volumes, with 11.2% in the first nine months last year.
Jackson Square Capital advises over $250 million in assets under management.
The new unit will include Morgan Stanley Wealth's call-center business for less affluent investors that has been rebranded Virtual Advisor and its "robo" automated investment platform called Morgan Stanley Access Investing.
Recognition follows recent launch of the practice's CSsports division
Wealth managers may scoff at 401(k) clients but they become susceptible to losing current clients as a result
In this op-ed, he says if the US doesn't invest in next-generation infrastructure, the well-being of our citizens is at risk.
Everyone wants a piece of the millennial market.
More recently, Shinohara and his team have been focusing their efforts on the platform's alternatives offering.
Morgan Stanley has "refocused and repositioned" its international wealth management business over several years "to serve a higher net worth client segment"
Several top private schools in the area told Business Insider that they've seen increased interest from families moving from these states.
While the report charts steady growth in household wealth in 2018, continuing an upward trend since the 2008 recession, there was still slower growth than in 2017, according to the report.
"We have known each other for several years and admire how similar our values and the processes that we both use to serve our clients."


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Friday, May 17, 2019, 6:00 PM - 9:00 PM
*** Therapy Dog on site ***
If you are a parent or caregiver of someone with special needs, this respite event is for you! Register your child or young adult (and siblings) who enjoys youthful activities by May 3 for this fiesta-themed event. We will offer music, a faith-building activity that fits the theme, crafts, sensory play, and allergen-free snacks. Our one-to-one approved, trained volunteers will provide care so that you can enjoy a night out, too!
Contact with questions or for more information.


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Hotel GiannaMadonna di Campiglio Via Vallesinella, 16
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Beauty farm Il Quadrifoglio
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Massages Package: promotion for massages of 55 min
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The physical and mental wellbeing is not intended as an option but as a "must" be pursued on a daily basis. In the Beauty farm and wellness center of the hotel you will return to being at the center of your attention, with the aim of achieving well-being 360 °. Our beauticians will take care of you to ensure you a relaxing and rejuvenating vacation!Share this offer:
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Best Budget Hotels In Hk
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Are you looking for an authentic safari experience in the midst of the African bush, but you are also mindful of your expenses? If so, then we recommend a budget safari in Serengeti. Expect basic, but comfy accommodation and get ready to spend lots of time in nature observing wild animal life. So, book your Serengeti budget safari today and create memories to last a lifetime without breaking the bank!
Tanzania is a feast for the senses. Its unparalleled natural beauty and wildlife viewing are simply breathtaking.
Is an African safari on your bucket list?
From the charms of Kenya to glorious South Africa, Botswana, and Uganda, there are dozens of exciting opportunities to explore Africa.
If you're planning to go on just one safari in your lifetime, it would have to be the Wildebeest Migration safari! Often dubbed as "The Greatest Wildlife Show on Earth", it is a definite must-see for lovers of wildlife & nature.


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Re: "Twhingers"
"Is Twitter only now used as a way for people to whinge at the PR depts of companies when they have some minor grievance"
Given that in most businesses customer facing staff are powerless to deal with the most minor complication, not even having the ability to escalate it, it looks as if Twitter is just about the only way of getting the attention of anyone in the business with any nous* this looks as if it's becoming SOP. It's yet one more instance of making the customer do the work, in this case escalating a case.
*Assuming such a person exists


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Good driver, motivated, focused worker, dedicated to improvement.
Affinity for mechanics
Good computer skills
Good internet skills
Very good driver
I had to replace old files covers, reorganize them and introduce their numbers and titles into Microsoft Excel tables.
Companies Worked For:
School Attended
Job Titles Held:
Where can I find a S.C. T&R Progress Business SRL Archive Worker resume example in Iasi, Iasi ?
This is an actual resume example of a Archive Worker. LiveCareer's Resume Directory contains real resumes created by subscribers using LiveCareer's Resume Builder.
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Explore Gallery of Outdoor Vintage Lanterns
Showing Photo About Favorite Outdoor Vintage Lanterns Regarding The Great Outdoorsminka Lavery Ardmore 2-Light Vintage Rust
It really is essential that you decide on a design for the outdoor vintage lanterns. When you don't actually need to have a specified theme, this will assist you select what lanterns to find also exactly what types of color options and models to try. You can also find suggestions by reading through on internet websites, going through furnishing magazines and catalogs, going to some furnishing shops then collecting of variations that you prefer.
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There are several positions you could possibly install the lanterns, so consider on the position areas and also categorize units depending on size of the product, color, object also concept. The size and style, model, variation also variety of items in a room are going to influence how it should be set up also to take advantage of visual of which way they correspond with others in space, type, decoration, motif and also color selection.
Consider the outdoor vintage lanterns this is because brings a segment of mood into your room. Your choice of lanterns often indicates our identity, your own mood, your aspirations, small think now that more than just the decision concerning lanterns, but also its proper positioning should have a lot of consideration. Implementing a bit of skills, you can look for outdoor vintage lanterns to suit all from your own preferences and also needs. I suggest you check the available location, set inspiration at home, so evaluate the materials you had require for the proper lanterns.


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Don't Have an Account? Sign Up to Save Favorite Listings, Save Searches & More...
Rare Find in Summit Park! This beautiful Turnkey Townhome features two Master Bedroom Suites with Soaking Tubs in each of the Full attached Bathrooms. Additionally amenities include an Eat In Kitchen, Vaulted Ceilings in Both Bedrooms, a Wood Burning Fireplace in the Great Room, a main floor Powder Bath, a very peaceful Front Patio that is accessed through a large sliding glass door, an unfinished basement with plenty of storage and Washer and Dryer hook ups, and an attached 2 Car Garage. Pride of ownership shows; the home has new paint throughout, updated lighting fixtures throughout, newer Stainless Steel Appliances, and New Plank Vinyl Flooring on the Main Level. This home is located in the Cherry Creek School District with easy access to shopping and just minutes to "The Trails" Recreation Center. Ready for immediate occupancy.
Terms and Conditions: The content relating to real estate for sale in this Web site comes in part from the Internet Data eXchange ("IDX") program of METROLIST, INC., DBA RECOLORADO® Real estate listings held by brokers other than Feaster Realty are marked with the IDX Logo. This information is being provided for the consumers personal, non-commercial use and may not be used for any other purpose. All information subject to change and should be independently verified.
Copyright 2019 METROLIST, INC., DBA RECOLORADO® -- All Rights Reserved 6455 S. Yosemite St., Suite 500 Greenwood Village, CO 80111 USA
Listing information last updated on April 23rd, 2019 at 2:34am MDT.


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WIN with the Cowboys!
The Cowboys are going way out west!
This is your chance to WIN in our Winton's Way Out West Fest road trip comp!
Prize: Two Cowboys Home Star memberships and a Cowboys sun shade.
Just complete the form below and you're in the draw!
(Competition opens 9am, Thursday 25 April 2019 and closes 6pm, Monday 29 April 2019. Winner drawn randomly at 9am, Tuesday 30 April and notified by phone. Prize includes one ticket per membership to a Cowboys home game of your choice, available in Northern or Southern grandstand or general admission. Winner can choose either an adult merch pack or $30 Cowboys Team Shop voucher.)


text: PDZ002 - Cruze - Gratification - OUT NOW! by DJ Cruze (TMM) published on 2017-08-22T11:50:06Z "Introducing Project DoubleZero. A TMM Sub label dedicated to emulating the 00's UK Hardcore sound with tracks made right here, right now!!!" Here is my first track for the Project DoubleZero label, I took inspiration from Hixxy, UFO tracks made in the Noughties era, hope you like it. Cruze - Gratification - BUY HERE: https://www.trackitdown.net/track/cruze/gratification/hardcore/12419941.html All comments, shares, favourites & reposts are much appreciated. Thanks for listening :) * * * * * Check out the other tracks due for release soon on Project DoubleZero: https://soundcloud.com/djbillyjump/sets/project-doublezero Genre UK Hardcore 00's Style Comment by DJ Cruze (TMM) @sbdroid: thanks mate! good to see :) 2018-01-29T20:44:14Z Comment by SBDroid What a tune! Instant purchase. 2018-01-29T20:27:36Z Comment by DJ Cruze (TMM) Buy here: https://www.trackitdown.net/track/cruze/gratification/hardcore/12419941.html 2017-11-24T09:08:17Z Comment by DJ Cruze (TMM) @i-love-tribal: ty. I love it too, more of this style on the way ;) 2017-10-11T08:18:24Z Comment by CJ Molina awesome this is the uk hardcore that I love 2017-08-22T14:18:57Z Comment by MC Smokin' wicked tooon me old 2017-08-22T12:08:45Z


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From the minute the Ohio State defense took the field, the defensive line did not allow Oregon State to utilize its passing game very much. In Saturday's 77-31 win, Ohio State recorded six tackles-for-loss including five sacks. Junior defensive end Nick Bosa recorded two sacks, ...Read More »
Tag Archives: Jordan Fuller
Football: Jordan Fuller confident in opposite safety position ahead of season opener
For the Ohio State secondary, the 2018 season seems to be beginning in a similar way to last year. With three players rotating for playing time at cornerback, the Buckeyes had three safeties battling for two starting spots heading into the first game against Indiana ...Read More »
Football: Day, Schiano share insight on Ohio State position battles
After closing practice to the public during the investigation of Ohio State head coach Urban Meyer, offensive coordinator and quarterbacks coach Ryan Day met with the media for the first time as acting head coach. He shared some insight on some key position battles for ...Read More »
Football: Ohio State announces captains for 2018 season
Seven players were announced as team captains for the Ohio State football team on Saturday, according to a tweet from the team. Congratulations to the captains of The 2018 Ohio State Football Team‼@PCampbell21 @j_fuller4 @YoungKing_JD5 @nbsmallerbear @TheTerry_25 @ThePrince_59 @Tuf_Borland #GoBucks #WinTheMoment pic.twitter.com/1Iu1NcG9Mx — Ohio State ...Read More »
Football: Ohio State adds four-star guard Luke Wypler to 2020 class
Ohio State added its third offensive lineman to its 2020 recruiting class Saturday when four-star offensive guard Luke Wypler announced his commitment to the Buckeyes. COMMITTED TO THE OHIO STATE UNIVERSITY!! #Gobucks #THEOHIOST pic.twitter.com/yawNeZAKmY — Wypler (@LukeWypler) July 7, 2018 Wypler, a 6-foot-3.5, 269-pound guard, ...Read More »
Football: Wayne Davis announces transfer from Ohio State
Redshirt sophomore safety Wayne Davis announced his intentions to transfer from Ohio State to continue his collegiate career elsewhere via Twitter on Thursday. New Chapter 🙏🏾 #GodsPlan pic.twitter.com/O7KYcQeDi7 — Wayne Davis Jr (@Waynedavis1_) May 10, 2018 Davis had three years of eligibility remaining, but did ...Read More »
Football: Ohio State still eyeing the field for a safety
There's safety in numbers. Or at least, there should be. Ohio State has an opening in its defensive backfield at the field safety position opposite junior safety Jordan Fuller. Despite having three people competing for the position, head coach Urban Meyer said he views the ...Read More »
Football: Spring Game offers Ohio State glimpse at next pillars of the program
For the past several years, Ohio State has counted on J.T. Barrett, Billy Price, Tyquan Lewis and Chris Worley to be the pillars of the team. Those players were not exactly the foundation of the football program itself, but they were the next step of ...Read More »
Analysis: Taking an early position-by-position look at the 2018 Ohio State defense
Here is a position-by-position breakdown of Ohio State's defense in 2018. The years provided by the players indicates grade in the 2017 season. Defensive tackle Graduating: Michael Hill, Tracy Sprinkle Returners: Dre'Mont Jones, Robert Landers, Jashon Cornell, DaVon Hamilton, Haskell Garrett, Malik Barrow, Jerron Cage ...Read More »
Football: Members of Ohio State defense and special teams receive All-Big Ten honors
Seven Ohio State defenders and three special teamers were honored on All-Big Ten teams, the conference announced Tuesday morning. Defensive ends Nick Bosa, Tyquan Lewis and Sam Hubbard, cornerback Denzel Ward, safeties Jordan Fuller and Damon Webb and defensive tackle Dre'Mont Jones represented the Ohio ...Read More »


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Transform your photos into one-of-a-kind, hand painted masterpieces!
by John Haldane
Image Size
The image is near the edges of the product but doesn't cover the entire product. Some of the background color may appear around the outside edges of the image.
Background Color
Decorate your bathroom and dry yourself off with our luxuriously soft bath towels and hand towels. Our towels are made from brushed microfiber with a 100% cotton back for extra absorption. The top of the towel has the image printed on it, and the back is white cotton. Available in three different sizes: hand towel, bath towel, and bath sheet.
Care Instructions
Machine wash cold and tumble dry with low heat.
Ships Within
1 - 2 business days
Contest MAINLY WHITE: Congratulations on your third place !
John Haldane replied:
Thank you
Wonderful......I love it....
John Haldane replied:
Thank you, Iris.
Average Rating (4.28 Stars):
Jane Benton
April 18th, 2019
"Deaf Don" may be hard of hearing, but he is a beloved visitor to the Asheville Drum Circle on Friday nights. Full of life and fun, he is an example of the "baby boomers" growing into senior citizen status. Many of us still love the tie dye and remember the 60s and 70s fondly.
John Haldane is a published professional artist living in Asheville, North Carolina. His artwork has been featured in fine art galleries in Arizona and North Carolina and in calendars, books, and magazines. The magazines include The Scenic, the Laurel of Asheville, The Writers & Artists Quarterly, COSTCO Magazine, Wild WNC News, Camera in the Wild Magazine, and more. He has had articles published in several of the these magazines as well. Haldane's art is unique; created using cameras, software, digital tools, and/or paints. He may start with a photograph or perhaps with an idea on the computer. His art evolves in response to music, weather, or moods. Each piece is totally unique. Haldane is a member of the Carolina Nature...
Our return policy is very simple:
If you're not happy with a purchase that you made on FineArtAmerica.com, for any reason, you can return it to us within 30 days of the order date. As soon as it arrives, we'll issue a full refund for the entire purchase price. Please note - Fine Art America does not reimburse the outgoing or return shipping charges unless the return is due to a defect in quality.
Fine Art America sells thousands of pieces of artwork each month - all with a 100% money-back guarantee. We take great pride in the fact that hundreds of thousands of artists have chosen Fine Art America to fulfill their orders, and we look forward to helping you select your next piece!
All hand towels ship from our production facility within 1 - 2 business days of your order.


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After recently getting a MariaDB Galera cluster up and running (http://www.thenoccave.com/2013/12/30/mariadb-galera-cluster-ha-proxy-keepalived-centos-6/) we decided to move some none essential databases across to it as a test. Continue reading
Category Archives: Linux
MariaDB Galera Cluster with HA Proxy and Keepalived on Centos 6
Internally we run 2 MySQL Master Master replication servers. While we have had no problems with them managing them is an absolute nightmare. Adding new databases and users is painful. I decided to create a test MariaDB Galera cluster to see if that solves our issues. Continue reading
Vembu Storegrid 4.4 Linux upgrade not starting
We recently upgraded our copy of our Storegrid Server and clients to 4.4. After the upgrade a couple of our customers 64 bit Linux servers (All Centos) Storegrid failed to start.
Continue reading
Hosted Exchange Replacement with DBMail, Postfix, Roundcube and Z-Push – Z-Push Setup
Now that DBMail and Roundcube are working it's time to get push notifications working with Z-Push
Continue reading
Hosted Exchange Replacement with DBMail, Postfix, Roundcube and Z-Push – Roundcube Setup
Now we have DBMail running we can configure Roundcube to connect to it using IMAP. We are hosting our Roundcube on an existing webserver and just setting up a new virtual host for it.
Continue reading
Hosted Exchange Replacement with DBMail, Postfix, Roundcube and Z-Push – DBMail Setup
Our first setup is to get Postfix and DBMail working. Postfix will handle receiving our email then hand it off to DBMail using LMTP (Local Mail Transfer Protocol) to store it in a Mysql Database. In this instance we already have a database server that we are going to use to store email so we skip that step however there are plenty of walk through out there if you need help.
Continue reading
Hosted Exchange Replacement with DBMail, Postfix, Roundcube and Z-Push – Introduction
With the recent news about how deep the NSA spying actually goes we wanted to see if we could actually pull back from the cloud. We host our email with Gmail for Business and have setup numerous customers using it as well. We also have customers using Office 365 which suffer similar problems, issues over data security.
Continue reading
DNSSEC Complete Howto – Sign the Zone
The domain is now completely functionally it is time to sign the zone so we can start using DNSSEC. Continue reading
DNSSEC Complete Howto – Registrar Setup
Now that our DNS servers are setup to at least answer non DNSSEC queries it is time to setup the domain.
Continue reading
DNSSEC Complete Howto – Name Server Setup
Since we are moving to new name servers this will walk through setting up a master (ns1.1metric.com) and slave (ns2.1metric.com), if you are looking at implementing it on already existing name servers most of these steps can be skipped. Just do a skim below to make sure your new name servers are setup to support DNSSEC.
Continue reading


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Nature of Business
Total Number of Employees
Upto 10 People
Year of Establishment
Legal Status of Firm
Sole Proprietorship (Individual)
Annual Turnover
Rs. 1 - 2 Crore
GST No.
We are acknowledged Manufacturer, Exporter and Supplier of High Frequency Welders, Analog Types DC Drive, Digital Types DC Drive, AC Drive Variable Frequency Drive, etc.
Sai Automation Technologies
E-218, Sector-17, Kavi Nagar, Industrial Area,
Ghaziabad-201002, Uttar Pradesh, India
Siemens DC Drive 6RA7090 6RA7093 6RA7087...
Rs 1,000/Number
By: KEIKO International
Reliance Electric VFD AC Drive Repairing
Rs 7,500/Unit
By: Shawa Technocrafts Private Limited
By: Adhunik Automation
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In 2013 Big Jeff made his first Craps table. It sold to a 1st Lt.in the Marine Corps. 2019 marked a banner year for the BJCT Co. with orders accepted for 20 tables in January alone. Because I am a one man shop I have decided to not go big and stay a small shop. Accepting only one order at a time and building a waiting list from now on will insure a high quality table for each and every customer. I know this will create a waiting period but it will be worth it for you Gamesters out there. I will be taking a one month rest in June to recharge my body.
"These aren't furniture they are works of art". Pedro Santiago
Making hand crafted tables one at a time just for you is what I do. Adding a 21 or Poker top insert you'll have two tables in one. That's right ! Your own little Casino. After having searched the internet I think you'll find out and agree with all my customers that Big Jeff's prices are the lowest in the WHOLE WIDE WORLD for a one of a kind hand crafted custom made in the USA gaming table. Time to join the Big Jeff's Craps Team !!!
I am the only American manufacturer of Custom made to order Game Room Craps Tables. Focusing only on dice setters, system players, and dicing Gamesters through out the United States. I produce quality custom man-cave and game room tables for home use and fun. Eastern customers are buying my tables, especially for the winter season when they are trapped for days at home. When you call Big Jeff that's who you talk to, it'll be the best deal you make when you buy one of Big Jeff's Tables for your home. Easy terms and customer service from the Big man himself is what you get when you buy a table from Big
Sign up to hear from us about specials, sales, and events.
Prices an designs have changed
E-Mail Big Jeff at : email@example.com
Our Friends
World Headquarters located in Mission Viejo, California
9:00 am – 5:00 pm
9:00 am – 5:00 pm
9:00 am – 5:00 pm
9:00 am – 5:00 pm
9:00 am – 5:00 pm
10:00 am – 6:00 pm
Copyright © 2017 Big Jeffs Craps Tables - All Rights Reserved.


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