Repository Index

12 weeks, 26 lessons, 52 quizzes, classic Machine Learning for all

• ml
• data-science
• machine-learning
• machine-learning-algorithms

Apache Spark - A unified analytics engine for large-scale data processing

• python
• scala
• r
• java

Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.

• forecasting
• r
• python

A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks.

• gbdt
• gbm
• machine-learning
• data-mining

List of Data Science Cheatsheets to rule the world

• datascience
• python
• r
• spark

mal - Make a Lisp

• mal
• docker
• lisp
• lisp-interpreter

A fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU.

• machine-learning
• decision-trees
• gradient-boosting
• gbm

H2O is an Open Source, Distributed, Fast & Scalable Machine Learning Platform: Deep Learning, Gradient Boosting (GBM) & XGBoost, Random Forest, Generalized Linear Modeling (GLM with Elastic Net), K-Means, PCA, Generalized Additive Models (GAM), RuleFit, Support Vector Machine (SVM), Stacked Ensembles, Automatic Machine Learning (AutoML), etc.

• h2o
• machine-learning
• data-science
• deep-learning

An implementation of the Grammar of Graphics in R

• r
• visualisation
• data-visualisation

A curated list of awesome R packages, frameworks and software.

• r
• data-science
• data-analysis
• awesome

📚 Parameterize, execute, and analyze notebooks

• jupyter
• notebooks
• notebook-generator
• nteract

Easy interactive web applications with R

• r
• rstudio
• shiny
• reactive

R for data science: a book

• book
• bookdown
• data-science
• r

dplyr: A grammar of data manipulation

• r
• data-manipulation
• grammar

Realtime Web Apps and Dashboards for Python and R

• app
• dashboard
• visualization
• python

A curated list of awesome responsible machine learning resources.

• fairness
• xai
• interpretability
• transparency

🛠 All-in-one web-based IDE specialized for machine learning and data science.

• machine-learning
• deep-learning
• data-science
• docker

Multi-language suite for high-performance solvers of differential equations and scientific machine learning (SciML) components. Ordinary differential equations (ODEs), stochastic differential equations (SDEs), delay differential equations (DDEs), differential-algebraic equations (DAEs), and more in Julia.

• differential-equations
• differentialequations
• julia
• ode

Deepnote is a drop-in replacement for Jupyter with an AI-first design, sleek UI, new blocks, and native data integrations. Use Python, R, and SQL locally in your favorite IDE, then scale to Deepnote cloud for real-time collaboration, Deepnote agent, and deployable data apps. https://deepnote.com/

• artificial-intelligence
• data
• data-analysis
• data-science

Transform ML models into a native code (Java, C, Python, Go, JavaScript, Visual Basic, C#, R, PowerShell, PHP, Dart, Haskell, Ruby, F#, Rust) with zero dependencies

• machine-learning
• scikit-learn
• statistical-learning
• xgboost

A comprehensive set of fairness metrics for datasets and machine learning models, explanations for these metrics, and algorithms to mitigate bias in datasets and models.

• ai
• fairness-ai
• fairness
• fairness-testing

An interactive graphing library for R

• r
• ggplot2
• javascript
• data-visualization

Tools to make an R developer's life easier

• r
• package-creation

A general-purpose tool for dynamic report generation in R

• knitr
• r
• literate-programming
• sweave