Deep Learning, Machine Learning and Data Science

How to Get Started in Artificial Intelligence, Deep Learning, Machine Learning, and Data Science

Articles About Supervised Machine Learning

Articles About Deep Learning

Articles About Unsupervised Machine Learning

Articles About Reinforcement Learning

Articles About Recommendations / Recommender Systems

• Collaborative Filtering and Matrix Factorization

• Non-negative Matrix Factorization

Articles About Natural Language Processing (NLP)

Articles About Financial Engineering and Financial Analysis

Articles About Time Series Analysis and Forecasting

Articles About Probability and Statistics

Articles About Machine Learning Tools and Libraries

Articles About Machine Learning Applications in the Real-World

Practical Issues:

• How to setup NVIDIA GPU laptop with Ubuntu for Deep Learning (CUDA and CuDNN)
• Probability Smoothing for Natural Language Processing (NLP)
• Cross-validation
• How to run distributed machine learning jobs using Apache Spark and EC2 (and Python)
• Covariance Matrix: Should you divide by N or N-1?