Udacity Term 2

Term 2 Notes Data

• 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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