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odecamsiul's Projects

corl2019-drex icon corl2019-drex

Code and project page for D-REX algorithm from the paper "Better-than-Demonstrator Imitation Learning via Automatically-Ranked Demonstrations" presented at CoRL 2019.

cs228-material icon cs228-material

Teaching materials for the probabilistic graphical models and deep learning classes at Stanford

d3 icon d3

Bring data to life with SVG, Canvas and HTML. :bar_chart::chart_with_upwards_trend::tada:

general icon general

SWC-OSG workshop generic materials.

handson-ml icon handson-ml

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in python using Scikit-Learn and TensorFlow.

hmmlearn icon hmmlearn

Hidden Markov Models in Python, with scikit-learn like API

interpretable-ai-book icon interpretable-ai-book

Code associated with my Interpretable AI Book (https://www.manning.com/books/interpretable-ai)

jupyter icon jupyter

Jupyter metapackage for installation, docs and chat

kalman-and-bayesian-filters-in-python icon kalman-and-bayesian-filters-in-python

Kalman Filter book using Jupyter Notebook. Focuses on building intuition and experience, not formal proofs. Includes Kalman filters,extended Kalman filters, unscented Kalman filters, particle filters, and more. All exercises include solutions.

lime icon lime

Lime: Explaining the predictions of any machine learning classifier

machine-learning-project-walkthrough icon machine-learning-project-walkthrough

An implementation of a complete machine learning solution in Python on a real-world dataset. This project is meant to demonstrate how all the steps of a machine learning pipeline come together to solve a problem!

markdown-here icon markdown-here

Google Chrome, Firefox, and Thunderbird extension that lets you write email in Markdown and render it before sending.

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