Repository Index

A booklet on machine learning systems design with exercises. NOT the repo for the book "Designing Machine Learning Systems", which is `dmls-book`

• data-science
• machine-learning-production
• mlops

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

• deep-learning
• mit
• self-driving-cars
• deep-reinforcement-learning

Translated:zap: Machine Learning in Action (Python3): kNN, decision tree, Bayes, logistic regression, SVM, linear regression, tree regression

• adaboost
• logistic
• svm
• smo

Techniques for deep learning with satellite & aerial imagery

• deep-learning
• deep-neural-networks
• satellite-imagery
• pytorch

Data science interview questions and answers

• data-science
• machine-learning
• interview-questions
• data-science-interviews

A resource repository for 3D machine learning

• 3d-reconstruction
• papers
• neural-networks
• 3d

TensorFlow Tutorials with YouTube Videos

• tensorflow
• deep-learning
• machine-learning
• reinforcement-learning

A curated list of practical financial machine learning tools and applications.

• quant
• quantitative-finance
• stock-market
• finance

TensorFlow tutorials and best practices.

• tensorflow
• neural-network
• deep-learning
• machine-learning

Classical equations and diagrams in machine learning

An awesome list of awesome YouTubers that teach about technology. Tutorials about web development, computer science, machine learning, game development, cybersecurity, and more.

• awesome
• awesome-list
• list
• youtubers

Largest list of models for Core ML (for iOS 11+)

• coreml
• coreml-model
• apple
• machine-learning

A list of useful Java frameworks, libraries, software and hello worlds examples

• java-links
• java-frameworks
• awesome-list
• machine-learning

common data analysis and machine learning tasks using python

• data-science
• python
• python-tutorial
• data-scientists

An absolute beginner's guide to Machine Learning and Image Classification with Neural Networks

• neural-network
• image-classification
• machine-learning
• caffe

Samples for ML.NET, an open source and cross-platform machine learning framework for .NET.

• machine-learning
• algorithms
• dotnet
• csharp

:earth_americas: Simple and ready-to-use tutorials for TensorFlow

• deep-learning
• neural-network
• tensorflow
• machine-learning

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

• tensorflow
• machine-learning
• regression
• convolutional-neural-networks

Quant/Algorithm trading resources with an emphasis on Machine Learning

• awesome
• awesome-list
• machine-learning
• deep-learning

A curated list of awesome responsible machine learning resources.

• fairness
• xai
• interpretability
• transparency

Code accompanying the book "Machine Learning for Hackers"

:earth_americas: machine learning tutorials (mainly in Python3)

• machine-learning
• data-science
• jupyter-notebook
• python3

Human Activity Recognition example using TensorFlow on smartphone sensors dataset and an LSTM RNN. Classifying the type of movement amongst six activity categories - Guillaume Chevalier

• machine-learning
• deep-learning
• lstm
• human-activity-recognition

ROADMAP(Mind Map) and KEYWORD for students those who have interest in learning NLP

• natural-language-processing
• nlp
• roadmap
• probability-statistics