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computational-probability-and-statistics

Master version of the probability and statistics online text for USAFA. Branches will create separate versions for Math 356 and Math 377.

computational-probability-and-statistics-backup

Textbook for Math 377 at USAFA

cos_2021

Computing in Optimization and Statistics - IAP 2021

ggplot2_book

My repo for practicing the different utilities presented in the ggplot2 book by Hadley Wickham.

grblogtools

Extract and visualize information from Gurobi log files

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.

heaton_course_deep_learning

Washington University (in St. Louis) Course T81-558: Applications of Deep Neural Networks

islr-tidymodels-labs

knapsack_problem

Solution to Knapsack problem using a) Hill climbing with best improvement, first improvement, Random restarts b) Simulated Annealing c) Tabu Search d) Variable Neighborhood search

metaheuristics

Implement the-state-of-the-art meta-heuristic algorithms using python (numpy)

mutual_information

Contains companion code for the Mutual Information YouTube channel

odtlearn

Optimal Decision Trees

pytorch-image-models

PyTorch image models, scripts, pretrained weights -- ResNet, ResNeXT, EfficientNet, EfficientNetV2, NFNet, Vision Transformer, MixNet, MobileNet-V3/V2, RegNet, DPN, CSPNet, and more

rl_in_finance_book

Book from Stanford, Draft

scherer_murphy_probmlbook

Python code for "Probabilistic Machine learning" book by Kevin Murphy

stanford_course_mdp-dp-rl

Markov Decision Processes, Dynamic Programming and Reinforcement Learning from Stanford Course

the-incredible-pytorch

The Incredible PyTorch: a curated list of tutorials, papers, projects, communities and more relating to PyTorch.

tidy-tuesday

Tidy Tuesday Projects

tsp

Experiments for the Traveling Salesperson Problem (TSP)

uvadlc_notebooks

Repository of Jupyter notebook tutorials for teaching the Deep Learning Course at the University of Amsterdam (MSc AI), Fall 2022/Spring 2022