Machine and Deep Learning with Python

Business

• Estimating a Real Business Cycle DSGE Model by Maximum Likelihood in Python

Bullying

• Understanding and fighting bullying with machine learning

Gaming

• Artificial intelligence learns Mario level in just 34 attempts

Recommendations

• Collaborative filtering recommendation engine implementation in python
• NLP in python -- predicting HN upvotes from headlines

Text Analysis

• Adam Palay - "Words, words, words": Reading Shakespeare with Python - PyCon 2015
• High-quality XML versions of the complete works of Shakespeare
• The Unreasonable Effectiveness of Recurrent Neural Networks
• Document Clustering with Python

Money

• [Predicting Heavy and Extreme Losses in Real-Time for Portfolio Holders] (http://www.quantatrisk.com/2015/06/14/predicting-heavy-extreme-losses-portfolio-1)

Visualization

Pyplot

• Pyplot tutorial
• Plotly for IPython Notebooks

Deep Learning Frameworks

• NErvana's pythON based Deep Learning Framework

Video Streaming

Use Case Examples

• Target acquired: Finding targets in drone and quadcopter video streams using Python and OpenCV
• Visualization of taxi trip end points
• Basic motion detection and tracking with Python and OpenCV
• Home surveillance and motion detection with the Raspberry Pi, Python, OpenCV, and Dropbox

Time

• Making Space Time Predictions using Python and Spark

Audio

• Classifying and Visualizing Musical Pitch with K-means Clustering

Learning Machine Learning

• Supervised learning superstitions cheat sheet
• Introduction to Deep Learning with Python
• How to implement a neural network
• [How to build and run your first deep learning network] (https://beta.oreilly.com/learning/how-to-build-and-run-your-first-deep-learning-network)
• Neural Nets for Newbies by Melanie Warrick
• Data Science 101: Interactive Analysis with Jupyter, Pandas and Treasure Data
• Deep Learning Tutorial

Material Databases

• Materials for Learning Machine Learning
• On Deep Learning A Tweeted Bibliography
• Continually updated Data Science Python Notebooks
• http://people.duke.edu/~ccc14/sta-663/index.html
• Stanford Reports for 2015
• Data Science Specialization
• Unsupervised Feature Learning and Deep Learning
• Awesome Deep Vistion

Cheatsheets

• 8 Best Machine Learning Cheat Sheets

Courses

• Deep Learning Lecture - University of Oxford

Theory

Articles

• Machine Learning and Law - Harry Surden
• eBrevia Applies Machine Learning To Contract Review
• Introduction to Neural Machine Translation with GPUs

Alghoritms

Fraud Detection

• Detecting Fraudulent Personalities in Networks of Online Auctioneers

Chat

• A Neural Conversational Model

Sport

• Prediction and Quantification of Individual Athletic Performance

Image Recognition

• Generative Image Modeling Using Spatial LSTMs
• Suddenly, a leopard print sofa appears

Random

• On the accuracy of self-normalized log-linear models
• Bayesian Dark Knowledge

Amazon AWS

Lambda

• The future is now, and it's using AWS Lambda

Propaganda

Short Articles

• Machines that think for themselves
• How Artificial Intelligence Will Make Technology Disappear
• Deep Learning Machine Beats Humans in IQ Test

Image recognition

• What’s in This Picture? AI Becomes as Smart as a Toddler
• Bringing Deep Learning to the Grocery Store
• [PyImageSearch and Computer Vision] (http://www.talkpythontome.com/episodes/show/11/pyimagesearch-and-computer-vision)

Python & Machine Learning

• Python-Powered Machine Learning in the Cloud

Videos

Generic

• Humans Need Not Apply

Law

• Professor Harry Surden Discusses Machine Learning within Law

Social Risks

• [Robot Economics] (https://www.youtube.com/watch?v=QGxH35SKInM)

Tools

Libraries

• [A library to build and test machine learning features] (https://pypi.python.org/pypi/featureforge/0.1.6)
• deepy: Highly extensible deep learning framework based on Theano