Fix tutorial typos and docs
# What does this PR do ?

Fix typos in docs.

**Collection**: [Documentation]

# Changelog 
- Add specific line by line info of high level changes in this PR.

**PR Type**:
- [ ] New Feature
- [ ] Bugfix
- [x] Documentation
