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Subhash Ch. Pal's Projects

mcmc icon mcmc

Collection of Monte Carlo (MC) and Markov Chain Monte Carlo (MCMC) algorithms applied on simple examples.

mdp-dp-rl icon mdp-dp-rl

Markov Decision Processes, Dynamic Programming and Reinforcement Learning

mit-deep-learning icon mit-deep-learning

Tutorials, assignments, and competitions for MIT Deep Learning related courses.

ml icon ml

Course Web page

ml-from-scratch icon ml-from-scratch

Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning.

ml-hmm-tutorial icon ml-hmm-tutorial

Tutorial exercises on Hidden Markov Models for the Machine Learning Seminar

mlalgorithms icon mlalgorithms

Minimal and clean examples of machine learning algorithms implementations

mlwithtensorflow2ed icon mlwithtensorflow2ed

Code for Machine Learning with TensorFlow: 2nd Edition Published by Manning Publications

montecarlo icon montecarlo

A model free Monte Carlo approach to price and hedge American options equiped with Heston model, OHMC, and LSM

mooc-coursera-advanced-machine-learning icon mooc-coursera-advanced-machine-learning

Content from Coursera's ADVANCED MACHINE LEARNING Specialization (Deep Learning, Bayesian Methods, Natural Language Processing, Reinforcement Learning, Computer Vision).

movie-analysis icon movie-analysis

使用机器学习算法的电影推荐系统以及票房预测系统

movie-recommendation-system icon movie-recommendation-system

Contains code which covers various methods for recommending movies, some of the methods include matrix factorisation , deep learning based recommendation systems

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