Introduction to Machine Learning Systems

Code related to the project: GetFair: Generalized Fairness Tuning of Classification Models

Simple method to create notebook-ready visual analytics tools!

Toolkit for Auditing and Mitigating Bias and Fairness of Machine Learning Systems 🔎🤖🧰

Machine Learning Interviews from FAANG, Snapchat, LinkedIn. I have offers from Snapchat, Coupang, Stitchfix etc. Blog: mlengineer.io.

cuPC: CUDA-based Parallel PC Algorithm for Causal Structure Learning on GPU

Set up a modern web app by running one command.

A curated list of awesome Human-AI Interaction

Literature for Human-AI collaboration, Hybrid Intelligence, Human-AI interaction

Reading for gender bias

All Algorithms implemented in Python

Animation engine for explanatory math videos

An index of algorithms for learning causality with data

Unsupervised acoustic word embeddings evaluated on Buckeye English and NCHLT Xitsonga data in Python 3.

Fastest Gephi's ForceAtlas2 graph layout algorithm implemented for Python and NetworkX

A every-so-often-updated collection of every causality + machine learning paper submitted to arXiv in the recent past.

A Jupyter/IPython notebook tutorial on evolutionary multi-objective optimization.

📖 A curated list of resources dedicated to Natural Language Processing (NLP)

Demo of running NNs across different frameworks

Oxford Deep NLP 2017 course