Udacity Term 2
- Lesson 1 - Welcome to Term 2
- Lesson 2 - Intro to Natural Language Processing
- Lesson 3 Text Processing
- Lesson 4 - Feature Extraction
- Lesson 5 - Financial Statements
- Lesson 6 - Basic NLP Analysis
- Project 5 :: NLP on Financial Statements
- Lesson 8 - Introduction to Neural Networks
- Lesson 9 - Training Neural Networks
- Lesson 10 - Deep Learning with PyTorch
- Lesson 11 - Recurrent Neural Networks
- Lesson 12 - Embeddings & Word2Vec
- Lesson 13 - Sentiment Prediction RNN
- Project 6 :: Sentiment Analysis with Neural Networks
- Lesson 15 - Overview of Machine Learning Techniques
- Lesson 16 - Decision Trees
- Lesson 17 - Model Testing & Evaluation
- Lesson 18 - Random Forests
- Lesson 19 - Feature Engineering
- Lesson 20 - Overlapping Labels
- Lesson 21 - Feature Importance
- Project 7 :: Combine Signals for Enhanced Alpha
- Lesson 23 - Strengthen Your Online Presence Using LinkedIn
- Lesson 24 - Optimize Your GitHub Profile
- Lesson 25 - Intro to Backtesting
- Lesson 26 - Optimization with Transaction Costs
- Lesson 27 - Attribution
- Project 8 :: Backtesting
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