 Big Data University – Courses from IBM
 Google Machine Learning Crash Course (with TensorFlow)
 Paradigms of Artificial Intelligence – Peter Norvig
 The Center for Brains. Minds & Machines (MIT)
 Model Based Machine Learning
 Deep Learning: What, Why and Applications
 Tensorflow for Deep Learning Research (Stanford course)(Link for material)
 Deep Learning with TensorFlow (online course)
 Machine Learning with TensorFlow
 Naked Tensor – bare bones example of TensorFlow
 Resources for TensorFlow
 Learn Deep Learning Online – Deep Learning resources
 Grokking Deep Learning
 Distill (Machine Learning)
 Uncertainty in Deep Learning (PhD Thesis)
 A Neural Network Playground
 Deep Learning
 TensorFlow
 Kaggle – Your Home for Data Science
 DataCamp – Learn R Programming and data analysis
 Harvard CS109 Data science
 Deep Learning Book
 Github repo for Oxford’s Deep Learning for NLP
 A visual introduction to machine learning (interesting one)
 Ask HN: What maths are critical to pursuing ML/AI?
 Machine Learning for Humans (Medium)
 TensorFlow Tutorial for Beginners
 Cutting Deep Learning for Coders
 Computational Algebra
 Data Preparation for Data Science: A Field Guide
 Machine Learning Crash Course – Berkeley University
 ML For the Working Programmer, 2nd Edition (online book)
 TensorFlowWorld – Simple and readytouse tutorials for TensorFlow
 MNIST for ML Beginners: The Bayesian Way
 Practical Deep Learning for Coders
 UC Berkeley Foundations of Data Science (course)
 Speech and Language Processing (Stanford)(draft book)
 Learning from Scratch by Thinking Fast and Slow with DL and Tree Search – David Barber (of AlphaGo fame)
 Statistical Computing for Scientists and Engineers – Course by University of Notre Dame
 Data Viz Project – Collection of data visualizations to get inspired and finding the right type
 Cheat Sheets for AI, Neural Networks, DL, ML and Big data
 Machine Learning Glossary – Google
 Statistical Learning – Stanford University. (From the authors of ISL and ESL)
 Neural Network and Deep Learning – Michael Nielsen (good one)
 DL4J – Deep Learning with Java for Beginners
 deeplearning.ai – Andrew Ng site
 ML Berkeley University Blog (relevant HN link)
 A Brief Introduction to ML for Engineers (arxiv) (relevant HN link)
 Eigenvectors and Eigenvalues (relevant HN link)
 A Course in ML – Hal Daume III (relevant HN link)
 Introduction to ML (slides) (relevant HN link)

COMS W4995 Applied Machine Learning – Andreas Muller Columbia University
Data Science
 Practical Data Science in Python: Guidebook
 scikit learn: machine learning in Python
 Scipy Lecture Notes
 Machine Learning for Complete Beginners
 Machine Learning in a Year
 Hello World: Machine Learning Recipes – Google
 Scipython.com
 Curated list for learning Data Analysis, NLP and Machine Learning
 Data Science iPython notebooks
 ScikitLearn Cheat Sheet
 Python Excel Tutorial
 A Simple Neural Network with Python and Keras
 Deep Learning with Computer Vision with Python (ebook)
 Hitchhiker’s Guide to Data Science, Machine Learning, R, Python
 Python Machine Learning: ScikitLearn Tutorial
 Learn Python for Data Science from scratch for beginners
 Cheat Sheet of Machine Learning and Python (and Math) Cheat Sheets)
 Learning AI if you suck at math (7 part series)
 Bare bones Python implementation in of Machine Learning models and algorithms
 The Best Machine Learning, NLP and Python Tutorials I’ve Found
 A First Exercise in NLP with Python: Counting Hapaxes (USing NTLK, SpaCy and Pattern)
 Python Plotting for Exploratory Data Analysis
 A Neural Network in 11 lines of Python
 Python Plotting for Exploratory Data Analysis
 IPython Cookbook Recipes Notebooks
 5 Quick and Ease Data Visualizations in Python with Code
Numpy, Pandas, Matplotlib
 101 NumPy Exercises for Data Analyis (Good) (Relevant HN link)
 Python Plotting with Matplotlib (Guide)(Good piece)
 Modern Pandas: Tutorial Series – Tom Augspurger
 QGrid – an interactive grid for sorting, filtering and editing Pandas DF in Jupyter Notebooks
 Numpy Cheat Sheat
 How to make beautiful data visualizations in Python with Matplotlib
 A pandas pivot_table primer
 Python Data Analysis with Pandas
 Introduction to Statistics using Numpy
 Effectively Using Matplotlib (Also see HN link)
 Introduction to Numpy 1 – An absolute beginner’s guide to machine learning and data science
 Python Data Science Handbook (Jake VanderPlas)(good one)
 Jupyter Notebooks for Python Data science handbook
 From Python to Numpy
 Sending Secret Messages with Numpy
 Introduction to Matplotlib on Python
 Numpy Cheat Sheet
 Pandas Cheat Sheet
 Introduction to Numpy in a Jupyter Notebook
 Pandas and Seaborn – A guide to handle and visualize data elegantly
 Numpy Tutorial: DiscoverSDK