statistical-learning

There are 40 repositories under statistical-learning topic.

owainlewis / awesome-artificial-intelligence
A curated list of Artificial Intelligence (AI) courses, books, video lectures and papers.
machine-learning machine-intelligence artificial-intelligence reinforcement-learning intelligent-systems deep-learning intelligent-machines ai statistical-learning unsupervised-learning neural-network
11080
JWarmenhoven / ISLR-python
An Introduction to Statistical Learning (James, Witten, Hastie, Tibshirani, 2013): Python code
islr islr-python machine-learning predictive-modeling statistical-learning
Language:Jupyter Notebook 4265
BayesWitnesses / m2cgen
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 lightgbm java python c javascript go csharp php r dartlang statsmodels lightning haskell ruby rust
Language:Python 2833
szcf-weiya / ESL-CN
The Elements of Statistical Learning (ESL)的中文翻译、代码实现及其习题解答。
cpp esl esl-cn julia python r statistical-learning
Language:Jupyter Notebook 2478
tirthajyoti / Papers-Literature-ML-DL-RL-AI
Highly cited and useful papers related to machine learning, deep learning, AI, game theory, reinforcement learning
deep-learning machine-learning machine-learning-algorithms artificial-intelligence neural-network paper learning-theory reinforcement-learning statistical-learning data-mining statistics pattern-recognition data-science silicon hardware game-theory literature
2453
awesome-decision-tree-papers
benedekrozemberczki / awesome-decision-tree-papers
A collection of research papers on decision, classification and regression trees with implementations.
cart catboost classification-model classification-trees classifier decision-tree decision-tree-classifier decision-tree-learning decision-tree-model ensemble-learning gradient-boosting gradient-boosting-machine lightgbm machine-learning machine-learning-research random-forest regression-tree statistical-learning tree-ensemble xgboost
Language:Python 2386
hardikkamboj / An-Introduction-to-Statistical-Learning
This repository contains the exercises and its solution contained in the book "An Introduction to Statistical Learning" in python.
datascience machine-learning statistical-learning python
Language:Jupyter Notebook 2365
wzyonggege / statistical-learning-method
《统计学习方法》笔记-基于Python算法实现
python statistical-learning
Language:Jupyter Notebook 2052
DrWaleedAYousef / Teaching
Teaching Materials for Dr. Waleed A. Yousef
analysis-of-algorithms computer-science data-science data-structures data-visualization digital-design discrete-mathematics image-processing linear-algebra logic-design machine-learning mathematics optimization pattern-recognition probability programming statistical-learning statistical-models statistics
Language:Mathematica 1007
empathy87 / The-Elements-of-Statistical-Learning-Python-Notebooks
A series of Python Jupyter notebooks that help you better understand "The Elements of Statistical Learning" book
machine-learning data-science python statistical-learning tutorials sklearn tensorflow data-analysis
Language:Jupyter Notebook 859
unpingco / Python-for-Probability-Statistics-and-Machine-Learning
Jupyter Notebooks for Springer book "Python for Probability, Statistics, and Machine Learning"
jupyter-notebook python machine-learning book books probability probability-theory statistics statistics-course statistical-analysis statistical-learning statistical-tests
Language:Jupyter Notebook 749
smartcorelib / smartcore
A comprehensive library for machine learning and numerical computing. The library provides a set of tools for linear algebra, numerical computing, optimization, and enables a generic, powerful yet still efficient approach to machine learning.
classification clustering machine-learning machine-learning-algorithms model-selection regression rust rust-lang scientific-computing statistical-learning statistical-models
Language:Rust 722
machinelearnjs / machinelearnjs
Machine Learning library for the web and Node.
machine-learning easy-to-use minimalistic web node statistical-learning random-forest svm feature-extraction data-preprocessing probabilistic-models structured-data
Language:TypeScript 541
JiashuWu / Books
My book list
reading-list reading book algorithms data-structures android computer-networking computer-vision data-mining data-science database-systems sql deep-learning design-patterns discrete-mathematics corpus-linguistics machine-learning statistical-learning artificial-intelligence natural-language-processing
532
Sharing_ISL_python
qx0731 / Sharing_ISL_python
An Introduction to Statistical Learning with Applications in PYTHON
machine-learning python r statistical-learning introduction-to-programming introduction-to-python introduction-to-statistical-learning
Language:Jupyter Notebook 532
JuliaEarth / GeoStats.jl
An extensible framework for geospatial data science and geostatistical modeling fully written in Julia
geostatistics spatial-statistics geospatial geo statistics datascience gis statistical-learning
Language:Julia 526
maitbayev / the-elements-of-statistical-learning
My notes and codes (jupyter notebooks) for the "The Elements of Statistical Learning" by Trevor Hastie, Robert Tibshirani and Jerome Friedman
machine-learning statistics python python3 jupyter-notebook statistical-learning textbook
Language:Jupyter Notebook 405
decisionintelligence / TFB
[PVLDB 2024 Best Paper Nomination] TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods
benchmarking time-series time-series-forecasting deep-learning mechine-learning statistical-learning
Language:Shell 368
a-martyn / ISL-python
Solutions to labs and excercises from An Introduction to Statistical Learning, as Jupyter Notebooks.
machine-learning statistical-learning islr supervised-learning linear-regression logistic-regression random-forest boosting-algorithms bootstrap bagging pca lda
Language:Jupyter Notebook 311
shengliu66 / ELR
Official Implementation of Early-Learning Regularization Prevents Memorization of Noisy Labels
deep-learning noisy-labels robust-learning statistical-learning
Language:Python 291
dgkim5360 / the-elements-of-statistical-learning-notebooks
Jupyter notebooks for summarizing and reproducing the textbook "The Elements of Statistical Learning" 2/E by Hastie, Tibshirani, and Friedman
python3 machine-learning textbook jupyter-notebooks statistical-learning scipy matplotlib pytorch neural-network
Language:Jupyter Notebook 284
khanhnamle1994 / statistical-learning
Lecture Slides and R Sessions for Trevor Hastie and Rob Tibshinari's "Statistical Learning" Stanford course
data-mining data-science r regression statistical-learning
Language:R 258
translationalneuromodeling / tapas
TAPAS - Translational Algorithms for Psychiatry-Advancing Science
computational psychiatry behavioral neuroscience psychosomatics neurology statistical-learning bayesian-inference hierarchical-models fmri eeg
Language:MATLAB 224
Relph1119 / statistical-learning-method-camp
统计学习方法训练营课程作业及答案，视频笔记在线阅读地址：https://relph1119.github.io/statistical-learning-method-camp
statistical-learning
Language:Jupyter Notebook 196
hao-lh / the-books-making-you-better
This repository dives deeper than mere tactics. Here, you'll find a meticulously chosen selection of books, papers and courses which not only equip you with actionable knowledge but also illuminate the underlying principles and philosophies that make those strategies work.
deep-learning machine-learning statistical-learning computer-vision linear-algebra bayesian-inference probabilistic-graphical-models computer-architecture reinforcement-learning high-performance-computing
176
onmee / ISLR-Answers
Solutions to exercises from Introduction to Statistical Learning (ISLR 1st Edition)
exercises islr statistical-learning
169
tndoan / ISLR.jl
JuliaLang version of "An Introduction to Statistical Learning: With Applications in R"
julia julialang statistical-learning
Language:Jupyter Notebook 143
RatulGhosh / awesome-machine-learning
:book: List of some awesome university courses for Machine Learning! Feel free to contribute!
computer-vision deep-learning machine-learning natural-language-processing statistical-learning
137
aml4td / website
Website sources for Applied Machine Learning for Tabular Data
classification-models machine-learning predictive-modeling quarto quartopub regression-models statistical-learning
Language:JavaScript 131
madrury / py-glm
Generalized Linear Models in Sklearn Style
machine-learning parametric python regression regularization statistical-learning
Language:Python 128
equitable-equations / youtube
Materials to support learning with my YouTube channel, https://www.youtube.com/c/EquitableEquations.
rstats statistical-learning
Language:HTML 127
DROP
lakshmiDRIP / DROP
Fixed Income Analytics, Portfolio Construction Analytics, Transaction Cost Analytics, Counter Party Analytics, Asset Backed Analytics
fixed-income bond asset-allocation transaction-cost-analytics counterparty-risk cva-dva-fva-kva-xva statistical-learning asset-backed portfolio-optimization market-risk credit-risk corporates loans municipals emerging-market inflation-linked interest-rates fx treasury java
Language:HTML 121
hyunblee / ISLR-with-Python
Introduction to Statistical Learning with R을 Python으로
islr machine-learning predictive-analysis scikit-learn statistical-learning
Language:Jupyter Notebook 97
danhalligan / ISLRv2-solutions
Solutions to "An Introduction to Statistical Learning with Applications in R second edition"
bookdown islr r statistical-learning introduction-to-statistical-learning islr-applied-exercises islr-book statistical-leaning intro-to-statistical-learning
Language:CSS 90
dobriban / stat-ml-edu
Resources for education in statistics and machine learning: from advanced undergraduate to research level
education machine-learning reading-list statistical-learning statistics
83
daviddalpiaz / r4sl
:chart_with_upwards_trend: Machine Learning from the perspective of a Statistician using R
machine-learning r rmarkdown statistical-learning
Language:Shell 72

statistical-learning

owainlewis / awesome-artificial-intelligence

JWarmenhoven / ISLR-python

BayesWitnesses / m2cgen

szcf-weiya / ESL-CN

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

benedekrozemberczki / awesome-decision-tree-papers

hardikkamboj / An-Introduction-to-Statistical-Learning

wzyonggege / statistical-learning-method

DrWaleedAYousef / Teaching

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

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

smartcorelib / smartcore

machinelearnjs / machinelearnjs

JiashuWu / Books

qx0731 / Sharing_ISL_python

JuliaEarth / GeoStats.jl

maitbayev / the-elements-of-statistical-learning

decisionintelligence / TFB

a-martyn / ISL-python

shengliu66 / ELR

dgkim5360 / the-elements-of-statistical-learning-notebooks

khanhnamle1994 / statistical-learning

translationalneuromodeling / tapas

Relph1119 / statistical-learning-method-camp

hao-lh / the-books-making-you-better

onmee / ISLR-Answers

tndoan / ISLR.jl

RatulGhosh / awesome-machine-learning

aml4td / website

madrury / py-glm

equitable-equations / youtube

lakshmiDRIP / DROP

hyunblee / ISLR-with-Python

danhalligan / ISLRv2-solutions

dobriban / stat-ml-edu

daviddalpiaz / r4sl