7411 Open source projects that are alternatives of or similar to Udacity Deep Learning Nanodegree

Deep learning codes and projects using Python

Code for the paper: Benhenda, M. 2017. ChemGAN challenge for drug discovery: can AI reproduce natural chemical diversity? arXiv preprint arXiv:1708.08227.

Machine Learning notebooks for refreshing concepts.

Code for "A-NICE-MC: Adversarial Training for MCMC"

Grokking Deep Reinforcement Learning

This toolbox is support material for the book on CNN (http://www.convolution.network).

Anomaly detection for temporal data using LSTMs

Repo for the Deep Reinforcement Learning Nanodegree program

Succinct Machine Learning algorithm implementations from scratch in Python, solving real-world problems (Notebooks and Book). Examples of Logistic Regression, Linear Regression, Decision Trees, K-means clustering, Sentiment Analysis, Recommender Systems, Neural Networks and Reinforcement Learning.

Get started with Machine Learning in TensorFlow with a selection of good reads and implemented examples!

TensorFlow and Deep Learning Tutorials

Notes, programming assignments and quizzes from all courses within the Coursera Deep Learning specialization offered by deeplearning.ai: (i) Neural Networks and Deep Learning; (ii) Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization; (iii) Structuring Machine Learning Projects; (iv) Convolutional Neural Networks; (v) Sequence Models

An introductory series to Reinforcement Learning (RL) with comprehensive step-by-step tutorials.

A curated list of dedicated resources and applications

🧑‍🏫 50! Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠

Example projects I completed to understand Deep Learning techniques with Tensorflow. Please note that I do no longer maintain this repository.

Reinforcement Learning for Portfolio Management

由淺入深的深度學習資源 Collection of deep learning materials for everyone

A collection of reference machine learning and optimization models for enterprise operations: marketing, pricing, supply chain

Quiz & Assignment of Coursera

Source codes for the book "Reinforcement Learning: Theory and Python Implementation"

A course in reinforcement learning in the wild

This repository contains my full work and notes on Coursera's NLP Specialization (Natural Language Processing) taught by the instructor Younes Bensouda Mourri and Łukasz Kaiser offered by deeplearning.ai

A collection of Bayesian data analysis recipes using PyMC3

Accompanying source code for Machine Learning with TensorFlow. Refer to the book for step-by-step explanations.

Reinforcement Learning Tutorial with Demo: DP (Policy and Value Iteration), Monte Carlo, TD Learning (SARSA, QLearning), Function Approximation, Policy Gradient, DQN, Imitation, Meta Learning, Papers, Courses, etc..

Annotated, understandable, and visually interpretable PyTorch implementations of: VAE, BIRVAE, NSGAN, MMGAN, WGAN, WGANGP, LSGAN, DRAGAN, BEGAN, RaGAN, InfoGAN, fGAN, FisherGAN

Tutorial on creating your own GAN in Tensorflow

Sequence prediction using recurrent neural networks(LSTM) with TensorFlow

Lab Materials for MIT 6.S191: Introduction to Deep Learning

Image augmentation library in Python for machine learning.

Deep Learning Specialization by Andrew Ng on Coursera.

Learning to trade under the reinforcement learning framework

A probabilistic programming language in TensorFlow. Deep generative models, variational inference.

Introduction to generative adversarial networks, with code to accompany the O'Reilly tutorial on GANs

Python code, PDFs and resources for the series of posts on Reinforcement Learning which I published on my personal blog

Official repository for the paper "High-Resolution Daytime Translation Without Domain Labels" (CVPR2020, Oral)

Computations and statistics on manifolds with geometric structures.

Monthly Series - Top 10 Machine Learning Articles

The codes of paper "Long Text Generation via Adversarial Training with Leaked Information" on AAAI 2018. Text generation using GAN and Hierarchical Reinforcement Learning.

Machine Learning tutorials with TensorFlow 2 and Keras in Python (Jupyter notebooks included) - (LSTMs, Hyperameter tuning, Data preprocessing, Bias-variance tradeoff, Anomaly Detection, Autoencoders, Time Series Forecasting, Object Detection, Sentiment Analysis, Intent Recognition with BERT)

Deep Reinforcement Learning for Keras.

Learning infinite-resolution image processing with GAN and RL from unpaired image datasets, using a differentiable photo editing model.

Notes for the Reinforcement Learning course by David Silver along with implementation of various algorithms.

Open Machine Learning course at MIPT

TensorFlow implementation of the Value Iteration Networks (NIPS '16) paper

Example 📓 Jupyter notebooks that demonstrate how to build, train, and deploy machine learning models using 🧠 Amazon SageMaker.

Master Reinforcement and Deep Reinforcement Learning using OpenAI Gym and TensorFlow

Stock Price Prediction using Machine Learning Techniques

Support content for my blog

머신러닝 입문자 혹은 스터디를 준비하시는 분들에게 도움이 되고자 만든 repository입니다. (This repository is intented for helping whom are interested in machine learning study)

A Neural Net Training Interface on TensorFlow, with focus on speed + flexibility

PyTorch implementation of Deep Reinforcement Learning: Policy Gradient methods (TRPO, PPO, A2C) and Generative Adversarial Imitation Learning (GAIL). Fast Fisher vector product TRPO.

Generative adversarial networks integrating modules from FUNIT and SPADE for face-swapping.

Solutions of Reinforcement Learning, An Introduction

Contains high quality implementations of Deep Reinforcement Learning algorithms written in PyTorch

Companion repository to GANs in Action: Deep learning with Generative Adversarial Networks

💻 Make machines learn so that you don't have to struggle to program them; The ultimate list