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Pranav's Projects

apricot icon apricot

apricot implements submodular selection for the purpose of selecting subsets of massive data sets to train machine learning models quickly.

bayesian-belief-networks icon bayesian-belief-networks

Pythonic Bayesian Belief Network Package, supporting creation of and exact inference on Bayesian Belief Networks specified as pure python functions.

cs228_pgm icon cs228_pgm

🌀 Stanford CS 228 - Probabilistic Graphical Models

dbda-python icon dbda-python

Doing Bayesian Data Analysis, 2nd Edition (Kruschke, 2015): Python/PyMC3 code

dbn_cnn_lfd icon dbn_cnn_lfd

Interface between a DBN model and CNN models to learn from demonstrations

dgl icon dgl

Python package built to ease deep learning on graph, on top of existing DL frameworks.

difftaichi icon difftaichi

10 differentiable physical simulators built with Taichi differentiable programming (DiffTaichi, ICLR 2020)

dlwpt-code icon dlwpt-code

Code for the book Deep Learning with PyTorch by Eli Stevens, Luca Antiga, and Thomas Viehmann.

fastbook icon fastbook

The fastai book, published as Jupyter Notebooks

handson-ml2 icon handson-ml2

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.

jekyll icon jekyll

Jekyll-based static site for The Programming Historian

jhepc icon jhepc

John Hunter Excellence in Plotting Contest

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

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