Machine Learning Resources

Machine Learning Blogs

• Best Machine Learning Blogs to Follow in 2020
  • Machine Learning Blog, ML@CMU, Carnegie Mellon University
  • Amazon Science Blog
  • Distill
  • Google AI Blog
  • BAIR Berkeley
  • Open AI
  • Machine Learning (Theory) by John Langford
  • DeepMind Blog
  • Machine Learning at MIT
  • Colah's Blog
  • Facebook AI's Blog
  • Amazon AWS Machine Learning Blog

Machine Learning Books

• Completely Free Machine Learning Reading List
• An Introduction to Statistical Learning with Applications in R
• The Art of Machine Learning - by Norm Matloff

Machine Learning Courses

• Introduction to Machine Learning for Coders! - fast.ai
• TensorFlow and Keras Projects for Beginners

Keras Resources

• Keras: The Python Deep Learning library
  • Getting started with the Keras Sequential model
  • Examples from Keras Team
• The Keras Blog
• Keras on YouTube
• Keras Tutorial: Deep Learning in Python - DataCamp
• 7 Steps to Mastering Deep Learning with Keras - KDnuggets

R Resources

• Machine Learning for Factor Investing
• Stock Returns and the Cross-Section of Characteristics: A Tree-Based Approach
• R interface to OpenML.org

Tensorflow Resources

• TensorFlow.org
  • TensorFlow Tutorials
• Keras: The high-level API for TensorFlow
• Machine Learning Crash Course - with TensorFlow APIs
• TensorFlow Blog
• TensorFlow YouTube Channel

Google Cloud AI Huddle

• Google Cloud AI Huddle - Meetup
• Google Cloud AI Huddle - YouTube
• TensorFlow 2.0 Testing
  • TensorFlow Community Testing
    Useful Pre-Reads
    • Standardizing on Keras
    • What's Coming in TensorFlow 2.0
    • Effective TF 2.0

Investing with Machine Learning

• QuantInsti's Blog on Algo Trading and Quantitative Finance
  • Artificial Neural Network In Python Using Keras For Predicting Stock Price Movement
  • Optimal Portfolio Construction Using Machine Learning
• Stock prediction LSTM using Keras - Kaggle
• Stock Market Predictions with LSTM in Python
  • thushv89/datacamp_tutorials
• Machine Learning for Investors: A Primer
• Easily visualize the correlation of your portfolio in Python
• Fidelity ETF / ETP Research
  • Market Tracker for ETFs / ETPs
• Stock Prices Prediction Using Machine Learning and Deep Learning Techniques (with Python codes)
• Machine Learning Techniques applied to Stock Price Prediction
• Python for Finance, Georgios Efstathopoulos, LearnDataSci, April 13th, 2018
  • Python for Finance, Part I: Yahoo & Google Finance API, pandas, and matplotlib
  • Python for Finance, Part 2: Intro to Quantitative Trading Strategies
  • Python for Finance, Part 3: Moving Average Trading Strategy
• A Machine Learning Investing Tool, Terrence Zhang in Becoming Human: Artificial Intelligence Magazine, Mar 29, 2018
  • A Machine Learning Investing Tool - Entry 1 (Introduction)
  • A Machine Learning Investing Tool - Entry 2 (Data Cleaning)
  • A Machine Learning Investing Tool - Entry 3 (Feature Selection)
  • A Machine Learning Investing Tool - Entry 4 (Testing and Results)
• Predicting stock market crashes, Roman Moser, Jan 14, 2019 (GitHub)
• Predicting stock prices using deep learning, Yacoub Ahmed, Oct 11, 2019 (GitHub)
• How to Predict Stock Prices in Python using TensorFlow 2 and Keras, PythonCode, Apr 2020
• Using Machine Learning To Predict Market Crashes, Seeking Alpha, Jan 19, 2021