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subset: commoncrawl


text:
8 Common Questions People Ask About Vigro Deep
He was born in Atteridgeville, west of Pretoria, South Africa. As of 2019, when this article was published, Vigro Deep is 18 years old. Making him one of the popular teenagers in South Africa in the year 2019.
At 17, he dropped his album titled Baby Boy, which turned out a success. After releasing the hit song, he decided to drop the second episode in the following year titled Baby Boy 2 Reloaded.
"His latest album features hits like Untold Story and Bundle of Joy." The young star has also amazed many by finding his own sound identity inspired by Tshwane, its people, and what makes them happy.


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HÀ NỘI — Việt Nam Prosperity Joint Stock Commercial Bank (VPBank) has warned people not to be fooled by fraudsters sending messages via phone or Facebook with content related to money transferred from abroad.
Customers were asked to log into the provided web page with their internet banking username and passport and then enter an OTP (one-time password) sent by the bank to their phone number or email.
Websites that were used by criminals include: http://moneygrmonline24h.weebly.com/internetbanking.html; www.chuyentienle.weebly; and http://wpbankwesternunion.weebly.com.
Once customers login to the above-mentioned websites, their personal information will be stolen. The money in their account will be illegally appropriated.
VPBank also informed customers of a number of fraudulent transactions in recent weeks. Criminals would pretend to be banking officials and make phone calls to customers, it said.
VPBank is not the first bank to issue such warnings. Previously, Vietnam Technological and Commercial Joint Stock Bank (Techcombank) and Vietnam Maritime Commercial Joint Stock Bank (Maritime Bank) also informed customers about the same threats and instructed them on how to conduct safe transactions.
According to banks, customers should be cautious with strange e-mails and calls from persons claiming to be bank employees or bank partners requesting the provision of information of cards and transaction codes through phone or email (OTP), or request access to an unknown site.
It should be noted that banks and credit institutions never require customers to provide their passwords, card information or OTP codes in any case. Customers should not disclose card information or their PINs to others and cover the keyboard when making transactions at ATM/POS and other card payment devices.
Economist Nguyễn Trí Hiếu advised customers not to store or share their personal information such as passwords and credit card numbers in their email accounts or on social media. In case customers receive suspicious messages or calls, they should stop transactions and immediately notify the bank's hotline to lock the card or mobile banking application. — VNS


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text:
Fat-Free Chocolate Squares
This recipe was developed in 1994 in the KWC Test Kitchen by Home economist Cindy Falk to fill the requests for a "No-Fat" dessert.
1 cup all-purpose flour
⅓ cup unsweetened baking cocoa
½ teaspoon salt
1 teaspoon baking powder
¼ teaspoon baking soda
¼ teaspoon ground cinnamon
½ cup granulated sugar
¼ cup brown sugar
¼ cup nonfat dry milk powder
1 egg white, slightly beaten
1 cup unsweetened applesauce
1 teaspoon vanilla extract
Confectioners' sugar (optional)
- Preheat oven to 350°F. Spray an 8 x 8 x 2-inch baking pan with nonstick cooking spray; set aside.
- In large bowl, sift together flour, cocoa, salt, baking powder, baking soda, and cinnamon; set aside. In medium bowl, beat the granulated sugar, brown sugar, dry milk powder, egg white, applesauce, and vanilla with a spoon until well combined. Stir wet mixture into dry mixture, mixing just until combined.
- Spread evenly in prepared pan. Bake 22 to 23 minutes or until toothpick inserted in center comes out clean.
- Cool on wire rack. If desired, sift on confectioners' sugar. Cut into squares.
Makes 16 servings.
Nutrition information per serving (one square): 83 cal, 0 g fat, 0 mg chol, 121 mg sodium, 19 g carbo, 1 g fiber, 2 g pro, 13 mcg folate.


text: 32-year-old Anaconda star Nicki Minaj gave more than just Becky a good look at her famous derriere as she strutted on to the Saturday Night Live stage in a very revealing designer look in Saturday evening. She captured her racy look from every angle on social media. The outfit features a purple long sleeved top section and orange skirt with black edging, Nicki wore the gown unzipped to her belly button showing off her gravity defying cleavage. See more pictures after the break


text:
Toyo Engineering Corporation (TOYO) has received a contract for a synthetic rubber plant to be built by Bridgestone (Huizhou) Synthetic Rubber Co., Ltd., a Bridgestone Corporation affiliate, in China. The plant will be constructed in the Huizhou Dayawan Economic and Technological Development Zone in Guangdong Province to produce 50,000 t/y styrene-butadiene rubber (SBR). TOYO is responsible for engineering, procurement of equipment and materials, and construction on a lump-sum basis, plus commissioning assistance. The plant is scheduled for completion in the first half of 2008.
The project has been awarded to TOYO, in connection with TOYO's experience in petrochemical plant construction and other activities in China, which has created a strong reliance on TOYO. TOYO will actively strive to win contracts for projects in China planned by firms in Japan and other countries.


text:
Students for Fair Admissions, Inc. v. President and Fellows of Harvard College et al
Filing 619
Proposed Findings of Fact by President and Fellows of Harvard College. (Attachments: # 1 Appendix Selected Exhibits)(Waxman, Seth)
Disclaimer: Justia Dockets & Filings provides public litigation records from the federal appellate and district courts. These filings and docket sheets should not be considered findings of fact or liability, nor do they necessarily reflect the view of Justia.


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text: March 29, 2020 The Hope of the Resurrection Preacher: Bryan Coble Series: Resurrection Passage: Isaiah 41:10-21 We are all looking for hope in the midst of a pandemic among other things. We start looking at one the one event that means nothing if it never truly happened, the resurrection of Jesus Christ. « Fear and How to Cope The Truth of the Resurrection »


text:
Canadian Virtual War Memorial
Robert Keith Alexander
In memory of:
Signalman Robert Keith Alexander
August 30, 1945
Military Service
Royal Canadian Naval Volunteer Reserve
H.M.C.S. Chippawa
Additional Information
Son of Robert M. Alexander and Joan Alexander, of Winnipeg.
Commemorated on Page 490 of the Second World War Book of Remembrance. Request a copy of this page.
Burial Information
Manitoba, Canada
Lot 536. Sec. 4. Grave 1.
Information courtesy of the Commonwealth War Graves Commission.
Digital Collection
Do you have photographs or personal memorabilia relating to Robert Keith Alexander that you want included in our digital collection?Send us your images
Learn more about the Canadian Virtual Memorial
To learn more please visit our help page. If you have questions or comments regarding the information contained in this registry, email email@example.com or call us.
- Date modified:


text:
Discus Throw Technique – A Complete Guide to the Standing Throw
This is the ultimate guide for the discus standing throw (aka the power position). We're going to break down the stand throw step by step. You'll get insight from Olympian and NCAA champion Casey Malone and one of the most successful throws coaches in the country, Brian Bedard.


text:
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After superstar Amitabh Bachchan and his family members tested positive for Corona, the Bharatiya Janata Party (BJP) attacked the Shiv Se...Read More
By FPJ Bureau
Abhishek Bachchan shares travel secrets with Lipika Varma
Amitabh Bachchan recently expressed his condolences after the demise of his most popular co-star Sridevi. While Bollywood has decided to ...Read More
Mumbai: Abhishek Bachchan and Aishwarya Rai Bachchan's daughter Aaradhaya will turn six on November 16, this year and the couple is plann...Read More
Bachchan family was recently seen enjoying family time in the wedding in Mumbai. Shehenshah Amitabh Bachchan, wife Jaya Bachchan, son Abh...Read More
Diwali, the festival of lights, was celebrated in and around the world on October 19 in full swing. B-town celebrities left no stone untu...Read More
Mumbai: Abhishek Bachchan, Aishwarya and Shweta Nanda rang in Amitabh Bachchan 75th birthday at an exotic island in Maldives on October 1...Read More
Amitabh Bachchan's vehement rejection of all birthday celebrations this year has a reason. And here it is for the first and last time. A ...Read More
Mumbai: Abhishek Bachchan, Aishwarya Rai along with daughter Aaradhya and Aishwarya's mummy Vrinda Rai visited Allahabad recently, and th...Read More
By Salman Khan
Aamar Singh, and, Amitabh Bachchan one time were close friends but few years ago there was some rift between them. But Singh has made sho...Read More
By FPJ Bureau
Never underestimate the trolls out there. A message has been going viral, showing how demonetisation has supposedly affected even the Bac...Read More
Navya Naveli Nanda, born to the prestigious Nanda and Bachchan family has been in the limelight for years and her teen years often makes ...Read More
By PTI
Mumbai: Bollywood filmmaker Ram Gopal Varma, who has worked with megastar Amitabh Bachchan for movies like "Sarkar", "Nishabd", "Departme...Read More


text:
The tradition of itinerants has its roots in the open-air preaching of the Second Great Awakening in the early nineteenth century, when Methodists and unlicensed revival preachers traveled on horseback to frontier areas bring religion which everyone knew was the source of morality.
Seems that the Great Christian Nation wasn't all that Christian because less than twenty percent of the population went to a recognized church at the start of the century, and the percentages dropped to nearly nothing on the frontier. Without the stable influence of parish churches and authoritarian pastors to tell people how to live and act most frontier settlements were thought to be godless, immoral places and local leaders in such places often invited traveling preachers to come into the area so the folks could Get religion while they tried to Get rich.
Some Liberal preachers were sent packing when they failed to preach a revival message of salvation from sin and evil and instead talked about self-esteem and being-all-you-can-be. Jo Daviess had the attraction of successful ore mining and this brought all sorts of unsavory, irreligious folks, and a couple of Baptists as well.
Primitive Baptists were the first of their kind in the area (Presbyterians arrived when people started making money and built red brick houses to live in, but the Episcopalians didn't show up until a few people got downright rich).
These folks were industrious lay preachers who supported themselves in work like mining in the Great Lead Rush, which made the area a natural attraction and soon five churches were organized. They came here To get the lead out, and ended up settling down at the same time.
They're called Primitive not because they're necessarily backwards (which is arguable) but because they think that once upon a time, way back at the beginning (in the Bible's book of Acts, that is), Christian people got it right and everything else is so much fluff. So, they're The New Testament Church and wondered why any self-respecting Christian would want to be anything else.
This is also why they believe Christians should believe nothing except what the New Testament expressly says and Jesus himself explicitly commanded and anything not mentioned explicitly is, well, none of their business.
This, of course, is an argument from silence and dubious to anyone who's taken a logic course, but Primitive Baptists haven't taken a logic course of course and so they're quite content with saying that if God wanted us to know and do something he was perfectly able to tell us and since he didn't there must be a reason. It wasn't that the Almighty was summarizing for us as if the Bible was a religious Cliff's Notes. And this means avoiding anything without chapter-and-verse.
For instance, they didn't build nice churches; instead they had Meeting Houses that didn't look any different from ordinary houses, without steeples and just a sign in front announcing the time of the Sunday service and maybe a Prayer Meeting, always on Wednesday nights.
Churches in the New Testament didn't have crosses all over them. They liked to remind all other silly Christians that crosses were the means of Roman capital punishment. It was just silly to think of wearing a hangman's gallows or a firing squad or an electric chair on a chain around your neck or hanging it all over furniture and buildings.
So, these days, the cross means no church softball teams, no nursery for crying babies, no Sunday school (which was just becoming a new idea in the nineteenth century and gave Primitive Baptists something else to avoid), no youth group with their trips to Six Flags over anywhere, no sewing clubs for the ladies, and no crosses.
They're Non-instrumental also, which meant no pianos or bells or organs or, these days, drums, electric guitars or even harps and zithers because the Bible says to Sing but never to Play.
So they don't have Reverend's, they have Elders like in the New Testament, and they thought priests, especially Catholic ones, were as bad as it could get. And these men don't go to school to learn from academics but they study their Bibles privately and let the Holy Ghost learn 'em and wonder why anyone would listen to anyone else besides the One who wrote the Good Book.
They also keep to themselves, except when preaching to sinners so they'll be converted and become one of themselves; they re-baptize converts from the Denominations who were sprinkled as babies because that doesn't count; the women wore something to cover their heads when they met just like men took off their hats (but so did every else back then); and they only have males as Elders because that's all Jesus had as his twelve apostles and Paul named as elders, and if something's good enough for Jesus and Paul it should be good enough for us.
There's but one little exception to the absolute primitivism of Primitive Baptists, and it has to do with a nice little bit of divine providence from 1611 called the King James Bible.
You see, the Primitive Baptists became King James Only folks because they believed that the exhaustive and inerrant message of the Good Book written in ancient and hard-for-ordinary-folk-to-understand-languages like Hebrew and Greek should naturally be translated according to God's plan into English (which is convenient because it was hard work to study ancient Hebrew and Greek for years and years and then explain it all). So, God gave them a perfect translation and King Jimmy was God's servant and had folks do all the hard work for them so they didn't needeth to reinventeth the wheeleth and they could just telleth it liketh it is-eth.
Even though they organized in the Northwestern Association back in the 1840's, they never set down permanent roots; they weren't supposed to. They were to be like Jesus who stormed into the temple, overturned the tables and cash boxes of the money changers, complained about the corruption of the temple and then just as quickly left.
Five minutes later the extortionists would have been back in business and all Jesus would have had was his scene and his say. So, the Primitive Baptists kept moving-on just a Jesus version of hit-and-run religion.
Like the Primitive Baptist abolitionist Colored Union in Galena that was formed in 1842; after the Emancipation Proclamation their work was done and they were no more. So the Primitive Baptists left town, and someone moved into their church that looked like a normal house on the outside.
Those Primitive Baptists who remained in town were still Baptists but just Baptists.


text:
What does IDC mean in Accounting?
This page is about the meanings of the acronym/abbreviation/shorthand IDC in the Business field in general and in the Accounting terminology in particular.
Interest During Construction
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What does IDC mean?
- IDC is David McCarthy, a DJ/recording artist from London, UK. A major interview feature in leading international dance music publication DJ Mag recently declared "Electro iconoclast IDC isn't your typical DJ/producer - he's more like a multi-instrumentalist mix between Brian Wilson and DFA's James Murphy" IDC's releases have consistently received 5 star press reviews, starting with his debut single 'Scratch', through to the release of his debut album 'Overthrow The Boss Class' in 2008 and continuing to 2013 with subsequent album and single releases. Second album 'The Sun Is Always Shining Above The Clouds' saw the world's biggest selling dance magazine Mixmag write "IDC is back with a rich and diverse album made across five studios over 18 months" and make lead single "Eins Deux Tres" 'Tune Of The Month', describing it as "a beautifully compelling collage of Beach Boys-like vocal harmonies and electronic voices." An extensive programme of DJ dates at major music Festivals and 'Top 100' club venues have established IDC as a headline act throughout Europe and SE Asia. The third album from IDC is due for release in summer 2014.
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"IDC." Abbreviations.com. STANDS4 LLC, 2020. Web. 8 Aug. 2020. <https://www.abbreviations.com/term/506111>.


text:
This tutorial is assuming you have access to a GPU either locally or in the cloud. If you need a tutorial covering cloud GPUs and how to use them check out: Cloud GPUs compared and how to use them.
If you're using a server, you will want to grab the data, extract it, and get jupyter notebook:
wget https://download.microsoft.com/download/3/E/1/3E1C3F21-ECDB-4869-8368-6DEBA77B919F/kagglecatsanddogs_3367a.zip sudo apt-get install unzip unzip kagglecatsanddogs_3367a.zip pip3 install jupyterlab
Then you can run your notebook with:
jupyter lab --allow-root --ip=0.0.0.0
Then you should see something like:
To access the notebook, open this file in a browser: file:///root/.local/share/jupyter/runtime/nbserver-1470-open.html Or copy and paste one of these URLs: http://localhost:8888/?token=f407ba1f9a362822f2a294277b2be3e9 or http://127.0.0.1:8888/?token=f407ba1f9a362822f2a294277b2be3e9
What you can do is just visit the above url, replacing 127.0.0.1 with your server's ip.
Code where we left off:
import os
import cv2
import numpy as np
from tqdm import tqdm
import torch
import torch.nn as nn
import torch.nn.functional as F
import torch.optim as optim
REBUILD_DATA = False # set to true to one once, then back to false unless you want to change something in your training data.
class DogsVSCats():
CATS = "PetImages/Cat"
DOGS = "PetImages/Dog"
TESTING = "PetImages/Testing"
training_data = []
catcount = 0
dogcount = 0
def make_training_data(self):
for label in self.LABELS:
for f in tqdm(os.listdir(label)):
if "jpg" in f:
path = os.path.join(label, f)
img = cv2.imread(path, cv2.IMREAD_GRAYSCALE)
img = cv2.resize(img, (self.IMG_SIZE, self.IMG_SIZE))
self.training_data.append([np.array(img), np.eye(2)[self.LABELS[label]]]) # do something like print(np.eye(2)[1]), just makes one_hot
if label == self.CATS:
self.catcount += 1
elif label == self.DOGS:
self.dogcount += 1
except Exception as e:
#print(label, f, str(e))
np.save("training_data.npy", self.training_data)
class Net(nn.Module):
def __init__(self):
super().__init__() # just run the init of parent class (nn.Module)
self.conv1 = nn.Conv2d(1, 32, 5) # input is 1 image, 32 output channels, 5x5 kernel / window
self.conv2 = nn.Conv2d(32, 64, 5) # input is 32, bc the first layer output 32. Then we say the output will be 64 channels, 5x5 kernel / window
self.conv3 = nn.Conv2d(64, 128, 5)
x = torch.randn(50,50).view(-1,1,50,50)
self._to_linear = None
self.fc1 = nn.Linear(self._to_linear, 512) #flattening.
self.fc2 = nn.Linear(512, 2) # 512 in, 2 out bc we're doing 2 classes (dog vs cat).
def convs(self, x):
# max pooling over 2x2
x = F.max_pool2d(F.relu(self.conv1(x)), (2, 2))
x = F.max_pool2d(F.relu(self.conv2(x)), (2, 2))
x = F.max_pool2d(F.relu(self.conv3(x)), (2, 2))
if self._to_linear is None:
self._to_linear = x[0].shape[0]*x[0].shape[1]*x[0].shape[2]
return x
def forward(self, x):
x = self.convs(x)
x = x.view(-1, self._to_linear) # .view is reshape ... this flattens X before
x = F.relu(self.fc1(x))
x = self.fc2(x) # bc this is our output layer. No activation here.
return F.softmax(x, dim=1)
net = Net()
if REBUILD_DATA:
dogsvcats = DogsVSCats()
training_data = np.load("training_data.npy", allow_pickle=True)
optimizer = optim.Adam(net.parameters(), lr=0.001)
loss_function = nn.MSELoss()
X = torch.Tensor([i[0] for i in training_data]).view(-1,50,50)
y = torch.Tensor([i[1] for i in training_data])
VAL_PCT = 0.1 # lets reserve 10% of our data for validation
val_size = int(len(X)*VAL_PCT)
train_X = X[:-val_size]
train_y = y[:-val_size]
test_X = X[-val_size:]
test_y = y[-val_size:]
def train(net):
for epoch in range(EPOCHS):
for i in tqdm(range(0, len(train_X), BATCH_SIZE)): # from 0, to the len of x, stepping BATCH_SIZE at a time. [:50] ..for now just to dev
batch_X = train_X[i:i+BATCH_SIZE].view(-1, 1, 50, 50)
batch_y = train_y[i:i+BATCH_SIZE]
outputs = net(batch_X)
loss = loss_function(outputs, batch_y)
optimizer.step() # Does the update
print(f"Epoch: {epoch}. Loss: {loss}")
def test(net):
correct = 0
total = 0
with torch.no_grad():
for i in tqdm(range(len(test_X))):
real_class = torch.argmax(test_y[i])
net_out = net(test_X[i].view(-1, 1, 50, 50))[0] # returns a list,
predicted_class = torch.argmax(net_out)
if predicted_class == real_class:
correct += 1
total += 1
print("Accuracy: ", round(correct/total, 3))
Net( (conv1): Conv2d(1, 32, kernel_size=(5, 5), stride=(1, 1)) (conv2): Conv2d(32, 64, kernel_size=(5, 5), stride=(1, 1)) (conv3): Conv2d(64, 128, kernel_size=(5, 5), stride=(1, 1)) (fc1): Linear(in_features=512, out_features=512, bias=True) (fc2): Linear(in_features=512, out_features=2, bias=True) ) 24946
I went ahead and made a quick function to handle the training, mostly since I didn't want to run the training bit again just yet. What I want to talk about now instead is how we go about running things on the GPU.
To start, you will need the GPU version of Pytorch. In order to use Pytorch on the GPU, you need a higher end NVIDIA GPU that is CUDA enabled.
If you do not have one, there are cloud providers. Linode is both a sponsor of this series as well as they simply have the best prices at the moment on cloud GPUs, by far.
Here's a Tutorial for setting up cloud GPUs. You could use the same commands from that tutorial if you're running Ubuntu 16.04 locally.
If you're on Windows, or some other OS, the requirements to getting CUDA setup are the same.
You need to install the CUDA toolkit.
After that, you need to download and extract CuDNN, moving the CuDNN contents into your Cuda Toolkit directory. When you've extracted the CuDNN download, you will have 3 directories inside of a directory called
cuda. You just need to move the
include, and
lib directories and merge them into your Cuda Toolkit directory. For example, for me, my CUDA toolkit directory is:
C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v10.0, so this is where I would merge those CuDNN directories too.
Once you've done that, make sure you have the GPU version of Pytorch too, of course. When you go to the get started page, you can find the topin for choosing a CUDA version.
I believe you can also use
Anaconda to install both the GPU version of Pytorch as well as the required CUDA packages. I personally don't enjoy using the Conda environment, but this is also an option.
Finally, if you're having trouble, come join us in the Sentdex discord. It's really quite simple (download/install CUDA Toolkit and drag and drop the CuDNN files) ... but this can still be daunting to someone unfamiliar with this, as well as certain issues that can still arise. We'd be happy to help you out in our community discord!
Once you think you've got everything setup, make sure CUDA is available:
Now we're ready to decide what we want to do on the GPU. We know at the very least we want our model and its calculations to be done on the GPU.
If your model is on the GPU, this means, in order to pass data through it, we also want our data on the GPU.
Thus, we want not only the model, but also the training data (if it can be fit), all on the GPU.
To start, we can put our network on our GPU. To do this, we can just set a flag like:
device = torch.device("cuda:0")
device(type='cuda', index=0)
Often, however, we want to write code that allows for a variety of people to use our code, including those who may not have a GPU available. To handle for this, we can use the above
torch.cuda.is_available() and do:
if torch.cuda.is_available():
device = torch.device("cuda:0") # you can continue going on here, like cuda:1 cuda:2....etc.
print("Running on the GPU")
device = torch.device("cpu")
print("Running on the CPU")
Running on the GPU
Most basic neural networks wont benefit much from multiple GPUs, but, as you progress, you may find that you'd like to use multiple GPUs for your task. Again, to write code that can logically use what's available, you can get how many GPUs are available by doing:
From here, we could extrapolate out index numbers and assign specific layers to specific GPUs.
For now, we're writing code that really just needs either one GPU or CPU, so we'll just use a single device. Now that we have figured out the best device to use, we can start setting things to that device. For example, setting our neural network to that device is as easy as:
Net( (conv1): Conv2d(1, 32, kernel_size=(5, 5), stride=(1, 1)) (conv2): Conv2d(32, 64, kernel_size=(5, 5), stride=(1, 1)) (conv3): Conv2d(64, 128, kernel_size=(5, 5), stride=(1, 1)) (fc1): Linear(in_features=512, out_features=512, bias=True) (fc2): Linear(in_features=512, out_features=2, bias=True) )
We alread had our
net defined above, but, usually you'd just immediately define and send it to the device, like:
net = Net().to(device)
Now we can go to train, but this time, let's put our batches on the GPU. In this example, we could actually have put all of our data on the GPU, since it's not a huge dataset. This would save with some IO time moving things from RAM to VRAM, But this wont be a very common, so I'd rather just show the way you're going to normally have to most likely do it.
I am going to copy the above
train function and then make really just one quick modification, which is, after we've defined our batches, we can move them to the GPU by doing:
batch_X, batch_y = batch_X.to(device), batch_y.to(device). So now our train function is:
def train(net):
optimizer = optim.Adam(net.parameters(), lr=0.001)
for epoch in range(EPOCHS):
for i in range(0, len(train_X), BATCH_SIZE): # from 0, to the len of x, stepping BATCH_SIZE at a time. [:50] ..for now just to dev
batch_X = train_X[i:i+BATCH_SIZE].view(-1, 1, 50, 50)
batch_y = train_y[i:i+BATCH_SIZE]
batch_X, batch_y = batch_X.to(device), batch_y.to(device)
optimizer.zero_grad() # zero the gradient buffers
outputs = net(batch_X)
loss = loss_function(outputs, batch_y)
optimizer.step() # Does the update
print(f"Epoch: {epoch}. Loss: {loss}")
Epoch: 0. Loss: 0.23834262788295746 Epoch: 1. Loss: 0.20373524725437164 Epoch: 2. Loss: 0.1704103648662567
As you can see by running times, this is much faster. Now we can also test on either the GPU or CPU. Since we're testing on quite a few samples, we can also do this on the GPU:
def test(net):
correct = 0
total = 0
with torch.no_grad():
for i in tqdm(range(len(test_X))):
real_class = torch.argmax(test_y[i]).to(device)
net_out = net(test_X[i].view(-1, 1, 50, 50).to(device))[0] # returns a list,
predicted_class = torch.argmax(net_out)
if predicted_class == real_class:
correct += 1
total += 1
print("Accuracy: ", round(correct/total, 3))
100%|a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^| 2494/2494 [00:08<00:00, 299.45it/s]
Accuracy: 0.706
Test in batches faster:
correct = 0
total = 0
for i in tqdm(range(0, len(test_X), BATCH_SIZE)):
batch_X = test_X[i:i+BATCH_SIZE].view(-1, 1, 50, 50).to(device)
batch_y = test_y[i:i+BATCH_SIZE].to(device)
batch_out = net(batch_X)
out_maxes = [torch.argmax(i) for i in batch_out]
target_maxes = [torch.argmax(i) for i in batch_y]
for i,j in zip(out_maxes, target_maxes):
if i == j:
correct += 1
total += 1
print("Accuracy: ", round(correct/total, 3))
100%|a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^a-^| 25/25 [00:01<00:00, 19.49it/s]
Accuracy: 0.706
Okay, so we've made quite a bit of progress from the beginning.
We've learned to make neural networks and how to train them, and we've seen good results already.
That said, can we do better than accuracy in the 70%s? Should we just keep doing more and more epochs? When do we stop?
What if we have multiple models? Is the only way to compare them to train them to completion? ...but we don't know when that is!
In the next tutorial, we're going to cover some basic analysis, visualization, and concepts to consider when analyzing a model's effectiveness.


text:
Click "Compress assets" on the right panel. The selected asset (or assets) will be downloaded in a 50% smaller size in comparison to the original file size.
Select a desirable layer on the page, and you will see its assets on the right panel. Click "Download the selected asset(s)", and you will have all the assets of the selected slice. It's possible to choose from iOS, Android as well as Web devices, with various extra customization options available.
Click in the blank area and it will display all of the assets on the page. You can press Ctrl to select multiple slices and download the selected assets, or you can click "Download all assets" to get all assets. Also, you can choose between iOS, Android as well as Web devices, with various extra customization options available.
Download PNG, SVG and WebP assets
You can easily select one of the shown formats to download PNG, SVG and WebP assets separately. You can also select them all to download assets in all formats at once. (We recommend using Chrome browser in case that you're experiencing problems with this function. )


text:
Camping Vantone Pineta is located 1 km from the village of Crone in a green, quiet landscape directly on Lake Idro. In the vicinity of the Vantone Pineta campsite you will find picturesque mountain villages with their weekly markets, an open-air climbing wall, tennis courts and discos.
Camping Vantone Pineta organizes mountain tours around the lake for guests.
These rates are indicative.
The basic rate is based on; 1 night with 2 persons, in a tent, caravan or motorhome and 1 car.
If the basic rate deviates from the above, we will clearly state what is included or not.
All other prices mentioned are day prices, exept the booking fees. These fees you have to pay directly at the camping. For more information about pricing and conditions, we kindly ask you to contact the camping directly.


text:
- Kelsey House
Jaron & Hannah
This engagement session was photographed in the outskirts of the Klamath Basin. Both locations were both sentimental to the couple as they were breathtaking to photograph. These two share a love for nature and all that it brings, making this setting the perfect place to document their love story.
0 views


text:
Setting the linktext of linked text in a field
Posted: Thu Jun 20, 2019 7:57 pm
I am trying to create linked text and set the linktext of the linked text of a locked field with the following code. Let's say the field just contains the word "instructions." and I selected it with the mouse:
Thanks for your reply or replies.
The it variable definitely contains the URL that I entered into the text box, e.g., "http://www.website.com." The script puts it into tURL. My script (not stated) puts the field contents into a text file. When I check the htmltext of the text file, it states the following: instructions.
 Why doesn't the URL appear instead of "OK"?
Code: Select all
on mouseup
put the selectedchunk into tLink
ask question "Enter URL:"
put it into tURL
set the textstyle of tLink to "link"
set the linktext of tLink to tURL
end mouseup
Thanks for your reply or replies.


text:
Rear door mounted racks are a cost effective solution for sedan and hatch back vehicles. If your car doesn't have a towbar this is the perfect alternative. These racks have the advantage of being able to fit to a variety of vehicles without changing any components; from your previously loved vehicle to your new set of wheels, and even a hire car. They can carry 2 to 4 bikes, are foldable, and easy to store.
Check out the Thule Fit Guide to see which racks are suited to your vehicle/s or contact us for advice on the best carrier for your active lifestyle.
|Load capacity Bikes
|Fits car with exterior spare tyre
|Load capacity (kg)
|45 kg
|Max bike weight
|15 kg
|For E-bikes
|Weight (kg)
|10.6 kg
|Fits frame dimensions
|Fits wheel dimensions
|Detachable frame holders
|Mounting of carrier
|Adjustable straps
|Locks bike to carrier
|Locks carrier to car
|One Key System compatible
|TÜV Approved
|Fits most bikes with disc brakes
|SKU No


text:
People often refer to a corporate security policy as if it is a single document. Even in this book I have done that. The truth, however, is that much like TCP/IP is a combination of a number of different protocols, your security policy is actually a combination of any number of specific policies, such as a wireless access policy and an ingress filtering policy. There are common components to all security policies, however, as well as a common methodology to developing your security policies. We are going to look at these components and methodologies.
As previously mentioned, one of the big reasons to have a security policy is to define where you are and where you want to go. This is a three-step cycle that involves the following components:
Security policy design
Security policy implementation and enforcement
Security policy monitoring and review
The first step involves designing your security policy. For all intents and purposes, this is the beginning of the security policy design process. This is where a security policy design committee works to develop the overall policy strategy.
Your security policy design committee should consist of representatives from every aspect of your organization. Upper and middle management, local and remote users, human resources, legal, information technology, the corporate security team, and any relevant data owners and stakeholders should all be represented in the design committee. The reason for this is that whether we like it or not, politics will play a role in virtually all security policies. Ensuring that everyone is represented and has input in the policy design will make it easier politically to enforce the policy down the road.
Designing your security policy begins with a high-level overview that gradually gets more granular as the policy is formulated. To initiate the design of a security policy, you should address the following points:
Identify the critical business resources. For example, you should identify the servers and networks your human resources or financial data is located on.
Identify the critical business policies. Are there any general corporate policies that exist in regard to the resources you have identified?
Identify the threats to the resources. Is unauthorized access an issue for the resources? Could the resources provide access to sensitive or proprietary data? Do you need to secure your wireless access and, by extension, your wireless access hardware and software?
Determine the roles and responsibilities of key personnel in the company or organization. Who is responsible for the resources being addressed by the security policy? Who are the users of the resources being addressed by the security policy? What are the administrators of the resources expected to do? What are the users expected to do?
Determine the type of policies to create. Do you need a wireless access policy? Do you need a remote access policy?
An important aspect of designing a security policy is to conduct a risk analysis. A risk analysis is the process of identifying the threats to your company s assets and the likelihood of those threats being realized (in other words, the risks) as well as identifying cost-effective measures to minimize those risks.
You need to identify where your risks are "risks to the network, to the resources, and to the data. Risk analysis doesn t mean you need to be a hacker, though. You don t need to identify every single possible method of attack there is. However, you do need to identify the portions of the network that exist, assign a threat rating to each portion, and then apply a level of security to address the threat level. Many security administrators fail to grasp this concept. Not everything needs to be defended like Fort Knox.
The most basic method of risk analysis is to assign one of three levels of risk (sometimes called threat ratings) to your network resources:
Low risk These are systems or data that if compromised would not disrupt the business, cause legal issues, or result in any financial ramifications . The targeted system can be easily rebuilt and cannot be leveraged to provide further access to systems. In many cases, contrary to popular opinion, devices such as bastion hosts could fall into this category.
Medium risk These are systems that if compromised would cause a moderate disruption to the business, minor legal or financial ramifications, or that could be used to provide access to other resources. These systems require moderate effort to restore, and the restoration, too, could be disruptive to the system.
High risk These are systems that if compromised could cause significant disruption to the business and could result in significant legal or financial ramifications. In extreme cases, they could even threaten the safety of personnel. These systems would take significant effort to restore, at a significant disruption and cost to the business.
Assign one of these three risk levels to each network resource, including core network devices, distribution network devices, access network devices, network monitoring devices, network security devices, e-mail systems, network file and print servers, network applications servers (such as DNS or DHCP), data application servers (such as Oracle or SQL), desktop computers, and other network devices not already covered.
When you go to assign risk levels, make sure you think outside of the box. For example, what is the risk level of a DHCP server being compromised? Not high, you say? Consider that it contains a mapping of every single in-use IP address and MAC address on your network. Sounds like spoofing made easy in the wrong hands to me. Once hackers know your IP address scheme and/or the MAC addresses of important systems, it becomes much easier for them to masquerade as that system and potentially compromise your data.
Once you have assigned the risk levels, the next thing to do is identify the types of users you have and then assign what privileges they will have on each system. There are generally five types of users:
Administrators These are trusted internal users responsible for network access. I remember a customer one time asking me what could be done to restrict what the administrators could do on the network. I replied, Better hiring practices. These are your administrators. If you don t trust them, they shouldn t be your administrators.
Privileged internal users These are users with a need for greater access (for example, technicians and help desk staff).
Users These are your general access users.
Partners These are external users with a need to access some resources. This may be access to Enterprise Resource Planning (ERP) systems, websites , or other data. This could also be vendors who provide support.
Others This is everyone else.
Once you have identified and assigned the threat level to your various network resources and then identified the types of users you have and the privileges those users require on your network resources, you can begin writing and building your security policy in preparation of implementing it on your network.
Once a policy has been designed, it should be implemented and enforced. This last part is particularly critical to the success of any security policy. A security policy is only effective if it can be enforced, including the need to have appropriate repercussions in the event that the policy is not adhered to.
To ensure that you can successfully implement and enforce a security policy, you should ensure that the security policy enhances the business process, not interferes with it. Your security policy should be usable, not only for you but for your users. The quickest way to ensure that your users will attempt to undermine or otherwise not adhere to your security policy is if it makes their daily jobs so difficult that they don t feel like they can effectively perform them. By getting your users involved in the security policy design, you can help prevent this situation from occurring.
Another aspect of ensuring that your security policy can be enforced is to make sure it takes into account local, state, and federal laws. This is where your legal department comes into play. Make sure your legal department reviews all the policies that make up your security policy to ensure not only that they are enforceable but that your organization is not legally liable as a result of anything contained in these policies.
Finally, you absolutely must have upper management s support in order to implement and enforce your security policy. In many cases, the punishment for violating the security policy is termination of employment. You have to have upper management s support in these cases. If people know that violating the security policy has no real punishment attached to it, they will quickly start dismissing the need to adhere to the policy.
Finally, you should continuously monitor the performance and effectiveness of the security policy to ensure it is addressing the issues it was designed to address. Remember how I said that your security policy has a beginning? That statement does not imply that there is an end. Once your policy has been designed and implemented, you will need to periodically review it and make changes to it according to the information discovered while monitoring the policy s performance and effectiveness, thus starting the cycle anew.
The review process should include allowing all stakeholders and members of your security policy design committee to provide input on the process. In particular, you should make it a point to pay special attention to the information and feedback your user representatives provide. A measure of just how effective a policy is can often be determined by whether your user community is actively trying to find ways around the policy because it makes their life too difficult.
All good security policies contain a number of common characteristics. A good security policy must be implemented through the use of system administration procedures, published acceptable-use policies, and other methods as defined in your organization. Your security policy must also be enforceable with security tools, where possible, and with repercussions when actual prevention is not possible. Finally, your security policy must clearly define who is responsible for all aspects of the security policy and the business resources identified in the security policy.
In order for your security policy to adhere to these characteristics, it should consist of the following seven sections:
Revision History
The overview section should contain a brief explanation of what the security policy addresses and what the problems are. The overview section could also include background information regarding the technology or resources the security policy will address. Details of the security policy are left for further explanation in the other sections. This section is where you briefly explain what the security policy will do.
The purpose section should explain exactly why the security policy is being created and what the goals of the security policy are. You should be as clear and concise in this explanation as possible to ensure that everyone who reads the security policy will clearly understand the purpose and function of the security policy. This section is where you clearly explain the reason for the security policy.
The scope section should define who the security policy applies to, as well as who is responsible for creating and maintaining the security policy. The scope section should also define what the security policy applies to. This is the section where you identify the resources the security policy was written for.
The policy section is where the actual policy details are addressed. This is the section that clearly explains what the security policy is and what to do to ensure compliance with the security policy. Items such as guidelines, configuration examples, education, training and awareness, backups , and business continuity plans should all be addressed in the policy section. Here are some specific points to address in the security policy section:
Threat definition You should identify what the threats are that exist for the resources the security policy addresses. Identifying the threats ensures that you address how to protect against or deal with those threats.
Resource configuration and guidelines You should provide information about how to configure your resources, including specific configuration examples as much as you can. Also provide specific recommendations and guidelines as well as references to any standards or external documentation and best practices.
User training and education In many cases, the security policy may require that users learn new ways of doing tasks . The security policy should address these training and education needs by identifying the issues and defining the appropriate training and education mechanisms to address these needs.
Administrator training and education Like users, your administrators may require training and education to address learning new technologies or products that may be required by your security policy.
Security notices and warnings (logon banners, and so on) You should have security notices and warnings for all your resources that, at a minimum, establish that there is no expectation of privacy, that unauthorized access is prohibited , and that monitoring of the resources will occur and the use of the resources is consent to monitoring. Ensure that all your security notices and warnings have been reviewed and signed off on by your legal department.
Notification processes You need to define who should be notified and what the notification and escalation process is in the event that a security exploit or event occurs.
Backup and recovery procedures Regardless of how well you plan and attempt to prevent a security incident, it will occur. Your security policy needs to define what your backup and recovery procedures are in the event of a security violation, device failure, or natural disaster.
Business continuity or disaster-recovery plans One of the most important things a security policy can address is how to make sure the business can keep running in the event of a catastrophe or natural disaster. Your security policy should address what to do to ensure that the business gets running as soon as possible after a catastrophe or disaster. Your business-continuity or disaster-recovery plan usually complements the information in your backup and recovery procedures plans.
Physical security requirements Your security policy should also address the physical security of the resources, such as air regulation, temperature, and fire-safety equipment and measures.
Security incident response Practice makes perfect, and planning how to respond to a security violation will make your response much more effective. Let s face it, when it has hit the fan, things are hectic enough that you need something to guide you in your actions. By making the decisions on how to react to security violations before a violation has occurred, you are going to make it that much easier to deal with when a violation happens. In a sense, having the plan ahead of time is like doing fire drills. It makes it that much easier to find the door in all the smoke.
The policy section is where you clearly explain what must be done to comply with the security policy and how to respond in the event that a security incident occurs.
The enforcement section is where you define how you plan on enforcing the rules and recommendations from the policy section. This includes defining what software or other mechanisms exist to ensure that the threats identified in the policy do not occur as well as defining the repercussions of violating the security policy. This section is where you define how to make sure the policy is adhered to. Something not to be overlooked in the enforcement section is that a social or administrative method can sometimes be much more cost effective than a technical method. For example, it might be more cost effective to log the websites a user has visited and provide that report to the user s manager than to try to filter out those websites via a technical solution. Often, the best solution to a people problem is not a technical one.
The definitions section is where you define any terms or concepts you used in the security policy to ensure that everyone understands what was meant . You should also use this section to clarify any acronyms used in the policy.
The revision history section is where you track all updates and changes made to the security policy. Not only should you document the current date and version of the security policy, but you also need to provide a brief explanation of the changes made to the security policy.


text:
TOPEKA –Law enforcement authorities are investigating a stabbing at a fireworks stand and have made an arrest.
Just after 9p.m. Thursday, police were called to a fireworks stand located near 21st and Fairlawn Road for a stabbing, according to police Lt. Matt Danielson.
Officers located the victim, who was an employee of the fireworks stand, and multiple witnesses who stated that a man had come up behind the victim and stabbed him.
The suspect then left the area on foot. Witnesses relayed his whereabouts to law enforcement, and he was soon taken into custody a few blocks away.
As a result of the investigation, police arrested Austin Langley, 40, of Topeka, and booked into the Shawnee County Department of Corrections on a requested charge of Attempted Murder, according to Danielson.


text:
Ok…let's get back into it. If you missed Part One, you are going to want to read it. And lucky for you, I have it available right here with just a click of your mouse. http://www.sanpedroscoop.com/2011/09/best-independence-day-in-world-parade.htmlSo, the parade was rocking, we were all sweating and the next group was absolutely one of my favorites. The BlueKeep reading »
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Belize's PGIA - The International Airport Re-Opens - August 15th, 12:00 am


text: About The Author Thea Lim's writing has been published by Granta, The Paris Review, The Guardian, Salon, The Globe and Mail, The Southampton Review and others. She holds an MFA from the University of Houston and previously served as nonfiction editor at Gulf Coast. She grew up in Singapore and lives in Toronto, where she is a professor of creative writing.


text:
Nick's Personal Profile View my company profile
Nick Neill
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About Me
Experience in retail financial services, Marketing, Operations Management, Sales Management, Strategy Development.
Recently a EweMove franchisee in York for 3.5 years. Now MD and 'Head Shepherd of Ewemove UK
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Ewemove franchisee since Jan 2014 and MD of Ewemove since June 2017
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This is reasonably straightforward I'd suggest. Simply mobilize all letting agents or Landlords who have problem tenants and trolly off to the local Labour Party Office and present your woes, asking the party of the many, not the few, to solve your tenant issues for you. You'll then have spare time to attend a jolly meeting. Perhaps this will help the Labour Party to see things in balance and understand that, as stated above, there are problems on all sides of this debate!