statistical-learning

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

javascript ruby python c java go rust php machine-learning haskell r lightning csharp scikit-learn statistical-learning xgboost lightgbm statsmodels dartlang

UpdatedAug 3, 2024
Python

tirthajyoti /Papers-Literature-ML-DL-RL-AI

Star2.6k

Highly cited and useful papers related to machine learning, deep learning, AI, game theory, reinforcement learning

data-science machine-learning data-mining statistics reinforcement-learning deep-learning neural-network hardware paper machine-learning-algorithms statistical-learning artificial-intelligence game-theory pattern-recognition literature silicon learning-theory

UpdatedFeb 18, 2023

szcf-weiya /ESL-CN

Sponsor

Star2.6k

The Elements of Statistical Learning (ESL)的中文翻译、代码实现及其习题解答。

python r cpp julia statistical-learning esl esl-cn

UpdatedApr 29, 2025
Jupyter Notebook

hardikkamboj /An-Introduction-to-Statistical-Learning

Star2.4k

This repository contains the exercises and its solution contained in the book "An Introduction to Statistical Learning" in python.

python machine-learning statistical-learning datascience

UpdatedSep 23, 2024
Jupyter Notebook

benedekrozemberczki /awesome-decision-tree-papers

Sponsor

Star2.4k

A collection of research papers on decision, classification and regression trees with implementations.

classifier machine-learning random-forest statistical-learning xgboost lightgbm gradient-boosting-machine ensemble-learning cart decision-tree tree-ensemble decision-tree-classifier gradient-boosting classification-trees decision-tree-learning decision-tree-model classification-model catboost regression-tree machine-learning-research

UpdatedMar 16, 2024
Python

wzyonggege /statistical-learning-method

Star2.1k

《统计学习方法》笔记-基于Python算法实现

python statistical-learning

UpdatedJan 9, 2018
Jupyter Notebook

DrWaleedAYousef /Teaching

Star1k

Teaching Materials for Dr. Waleed A. Yousef

computer-science data-science machine-learning statistics programming optimization linear-algebra probability mathematics statistical-learning image-processing data-visualization data-structures discrete-mathematics pattern-recognition statistical-models digital-design logic-design analysis-of-algorithms

UpdatedJun 22, 2024
Mathematica

empathy87 /The-Elements-of-Statistical-Learning-Python-Notebooks

Star881

A series of Python Jupyter notebooks that help you better understand "The Elements of Statistical Learning" book

python data-science machine-learning tensorflow sklearn statistical-learning tutorials data-analysis

UpdatedJul 18, 2021
Jupyter Notebook

smartcorelib /smartcore

Star785

A comprehensive library for machine learning and numerical computing. Apply Machine Learning with Rust leveraging first principles.

rust machine-learning clustering machine-learning-algorithms statistical-learning regression rust-lang scientific-computing model-selection classification statistical-models

UpdatedMay 1, 2025
Rust

unpingco /Python-for-Probability-Statistics-and-Machine-Learning

Star772

Jupyter Notebooks for Springer book "Python for Probability, Statistics, and Machine Learning"

python machine-learning statistics books book probability jupyter-notebook statistical-learning statistical-analysis statistical-tests probability-theory statistics-course

UpdatedNov 12, 2022
Jupyter Notebook

decisionintelligence /TFB

Star744

[PVLDB 2024 Best Paper Nomination] TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods

benchmarking deep-learning time-series statistical-learning time-series-forecasting mechine-learning

UpdatedApr 13, 2025
Python

JiashuWu /Books

Star624

My book list

android data-science machine-learning natural-language-processing data-mining sql computer-vision deep-learning algorithms book statistical-learning design-patterns reading artificial-intelligence data-structures discrete-mathematics reading-list corpus-linguistics database-systems computer-networking

UpdatedJul 7, 2024

qx0731 /Sharing_ISL_python

Star542

An Introduction to Statistical Learning with Applications in PYTHON

python machine-learning r statistical-learning introduction-to-programming introduction-to-python introduction-to-statistical-learning

UpdatedJan 3, 2022
Jupyter Notebook

machinelearnjs /machinelearnjs

Star542

Machine Learning library for the web and Node.

machine-learning node web random-forest svm statistical-learning feature-extraction easy-to-use structured-data data-preprocessing minimalistic probabilistic-models

UpdatedApr 29, 2025
TypeScript

JuliaEarth /GeoStats.jl

Star539

An extensible framework for geospatial data science and geostatistical modeling fully written in Julia

statistics geo geospatial gis statistical-learning datascience geostatistics spatial-statistics

UpdatedMay 1, 2025
Julia

maitbayev /the-elements-of-statistical-learning

Star409

My notes and codes (jupyter notebooks) for the "The Elements of Statistical Learning" by Trevor Hastie, Robert Tibshirani and Jerome Friedman

python machine-learning statistics jupyter-notebook statistical-learning python3 textbook

UpdatedJan 31, 2022
Jupyter Notebook

a-martyn /ISL-python

Star327

Solutions to labs and excercises from An Introduction to Statistical Learning, as Jupyter Notebooks.

bootstrap machine-learning random-forest linear-regression statistical-learning supervised-learning pca logistic-regression boosting-algorithms lda islr bagging

UpdatedJul 20, 2024
Jupyter Notebook

shengliu66 /ELR

Star295

Official Implementation of Early-Learning Regularization Prevents Memorization of Noisy Labels

deep-learning statistical-learning noisy-labels robust-learning

UpdatedMay 22, 2023
Python

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