GitHub topics: statistical-learning

Repositories

zyra121/advertising-sales-prediction

This repository showcases a linear regression analysis using the Advertising dataset, demonstrating both simple and multiple regression techniques in Python. It also features a custom implementation of Gradient Descent for a deeper understanding of the concepts. 🐱💻📊

Language: Python - Size: 1.33 MB - Last synced at: 34 minutes ago - Pushed at: about 1 hour ago - Stars: 0 - Forks: 0

Techtonique/nnetsauce

Statistical/Machine Learning using Randomized and Quasi-Randomized (neural) networks (currently Python & R)

Language: Jupyter Notebook - Size: 31.7 MB - Last synced at: about 3 hours ago - Pushed at: about 3 hours ago - Stars: 19 - Forks: 4

semoglou/composite_silhouette

A clustering evaluation framework that combines micro- and macro-averaged silhouette scores into a composite metric using statistical weighting.

Language: Jupyter Notebook - Size: 1.73 MB - Last synced at: about 19 hours ago - Pushed at: about 20 hours ago - Stars: 1 - Forks: 0

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

This repo is a curated library to help you achieve a deeper understanding of what drives success and continuous improvement. Dive in, and discover content that can expand your thinking, sharpen your expertise, and fuel you drive better, whether you’re exploring new fields, honing in-demand skills, or simply looking for fresh perspectives.

Size: 254 KB - Last synced at: 2 days ago - Pushed at: 2 days ago - Stars: 181 - Forks: 22

JuliaEarth/GeoStats.jl

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

Language: Julia - Size: 21.9 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 545 - Forks: 63

lakshmiDRIP/DROP

Fixed Income Analytics, Portfolio Construction Analytics, Transaction Cost Analytics, Counter Party Analytics, Asset Backed Analytics

Language: HTML - Size: 3.53 GB - Last synced at: 3 days ago - Pushed at: 4 days ago - Stars: 125 - Forks: 46

alexrod61/regression-cookbook

The repository contains all the source files for the Regression Cookbook (Now with Machine Learning and Stats Flavours!). This textbook aims to set a common ground between machine learning and statistics regarding linear regression techniques using Python and R under two perspectives: inference and prediction.

Language: R - Size: 56.4 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 1 - Forks: 1

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

Language: Python - Size: 1.22 MB - Last synced at: 1 day ago - Pushed at: 11 months ago - Stars: 2,886 - Forks: 249

equitable-equations/youtube

Materials to support learning with my YouTube channel, https://www.youtube.com/c/EquitableEquations.

Language: HTML - Size: 139 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 161 - Forks: 56

simon-hirsch/ondil

A package for online distributional learning.

Language: Python - Size: 5.32 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 16 - Forks: 5

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

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

Size: 495 MB - Last synced at: 7 days ago - Pushed at: over 2 years ago - Stars: 2,613 - Forks: 763

owainlewis/awesome-artificial-intelligence

A curated list of Artificial Intelligence (AI) courses, books, video lectures and papers.

Size: 273 KB - Last synced at: 8 days ago - Pushed at: 6 months ago - Stars: 11,954 - Forks: 1,985

DanteTrb/rehab-intelligence

An AI-driven project for rehabilitation medicine: predictive modeling, patient clustering, and clinical trend analysis for Policlinico Italia.

Language: Jupyter Notebook - Size: 3.03 MB - Last synced at: 11 days ago - Pushed at: 11 days ago - Stars: 0 - Forks: 0

deepanshs/mrinversion

Linear inversion of two-dimensional isotropic-anisotropic NMR correlation spectrum.

Language: Python - Size: 9.29 MB - Last synced at: 12 days ago - Pushed at: 12 days ago - Stars: 6 - Forks: 2

ppmzhang2/ppmzhang2.github.io

Data Science Study Notes Created with Sphinx

Language: TeX - Size: 813 KB - Last synced at: 12 days ago - Pushed at: 12 days ago - Stars: 0 - Forks: 0

rwoldford/loon Fork of great-northern-diver/loon

A Toolkit for Interactive Statistical Data Visualization

Language: Tcl - Size: 43.3 MB - Last synced at: 14 days ago - Pushed at: 14 days ago - Stars: 1 - Forks: 2

mikenguyen13/data_analysis

Streamline a data analysis process

Language: HTML - Size: 3.2 GB - Last synced at: 17 days ago - Pushed at: 17 days ago - Stars: 73 - Forks: 40

translationalneuromodeling/tapas

TAPAS - Translational Algorithms for Psychiatry-Advancing Science

Language: MATLAB - Size: 164 MB - Last synced at: 17 days ago - Pushed at: 17 days ago - Stars: 235 - Forks: 94

decisionintelligence/TFB

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

Language: Python - Size: 4.68 MB - Last synced at: 18 days ago - Pushed at: 18 days ago - Stars: 839 - Forks: 61

curiousML/curiousml.github.io

This the template of my webpage

Language: HTML - Size: 240 MB - Last synced at: 18 days ago - Pushed at: 18 days ago - Stars: 1 - Forks: 1

Techtonique/ahead

Univariate and multivariate time series forecasting, with uncertainty quantification (Python & R)

Language: R - Size: 9.22 MB - Last synced at: 8 days ago - Pushed at: 19 days ago - Stars: 23 - Forks: 6

NathanP23/Statistical-Learning-and-Data-Analysis-52525

Exercises from the course "Statistical Learning and Data Analysis (52525)" at The Hebrew University of Jerusalem, in the Department of Statistics and Data Science.

Language: Jupyter Notebook - Size: 4.12 MB - Last synced at: 19 days ago - Pushed at: 19 days ago - Stars: 1 - Forks: 0

yangwu1227/python-for-machine-learning

Machine Learning & Statistical Learning

Language: Python - Size: 951 MB - Last synced at: 3 days ago - Pushed at: 20 days ago - Stars: 0 - Forks: 1

smartcorelib/smartcore

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

Language: Rust - Size: 1.51 MB - Last synced at: 21 days ago - Pushed at: 21 days ago - Stars: 792 - Forks: 86

cran-task-views/MachineLearning

CRAN Task View: Machine Learning & Statistical Learning

Size: 82 KB - Last synced at: 21 days ago - Pushed at: 21 days ago - Stars: 14 - Forks: 6

aml4td/website

Website sources for Applied Machine Learning for Tabular Data

Language: TeX - Size: 852 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 137 - Forks: 13

Eurus-Holmes/Statistics-Base

Code for the book: "Statistical Learning Methods, by Hang Li".

Language: Jupyter Notebook - Size: 14.5 MB - Last synced at: 9 days ago - Pushed at: over 5 years ago - Stars: 11 - Forks: 2

JWarmenhoven/ISLR-python

An Introduction to Statistical Learning (James, Witten, Hastie, Tibshirani, 2013): Python code

Language: Jupyter Notebook - Size: 20.9 MB - Last synced at: 25 days ago - Pushed at: over 2 years ago - Stars: 4,324 - Forks: 2,429

codelones/advertising-sales-prediction

A demo project to explore linear regression using the Advertising dataset.

Language: Python - Size: 375 KB - Last synced at: 26 days ago - Pushed at: 26 days ago - Stars: 2 - Forks: 0

statmlben/rankseg

RankSEG: A consistent ranking-based framework for segmentation

Language: Jupyter Notebook - Size: 63.5 MB - Last synced at: 7 days ago - Pushed at: 4 months ago - Stars: 26 - Forks: 2

wzyonggege/statistical-learning-method

《统计学习方法》笔记-基于Python算法实现

Language: Jupyter Notebook - Size: 211 KB - Last synced at: 24 days ago - Pushed at: over 7 years ago - Stars: 2,101 - Forks: 670

hongyehu/Hamiltonian-driven-shadow-tomography-page

A blog introducing the idea of classical shadow tomography, and Hamiltonian-driven shadow tomography of quantum states(https://arxiv.org/pdf/2102.10132.pdf)

Size: 6.72 MB - Last synced at: 6 days ago - Pushed at: about 4 years ago - Stars: 28 - Forks: 2

benedekrozemberczki/awesome-decision-tree-papers

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

Language: Python - Size: 870 KB - Last synced at: 24 days ago - Pushed at: over 1 year ago - Stars: 2,400 - Forks: 342

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。

Language: Jupyter Notebook - Size: 986 MB - Last synced at: about 1 month ago - Pushed at: about 2 months ago - Stars: 2,563 - Forks: 610

Giovannibriglia/ContinuousBayesianNetwork

A PyTorch-based Bayesian Network framework that supports both discrete and continuous data types. Optimized for GPU acceleration and batch operations, this framework is designed for dynamic network structures and multi-agent scenarios, offering a flexible and scalable approach to learn and inference probabilities in complex domains.

Language: Python - Size: 232 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 1 - Forks: 0

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

Language: Jupyter Notebook - Size: 57.6 MB - Last synced at: 29 days ago - Pushed at: almost 4 years ago - Stars: 886 - Forks: 271

yi-zhang/STHD

STHD: probabilistic cell typing of Single spots in whole Transcriptome spatial data with High Definition

Language: Jupyter Notebook - Size: 1.97 MB - Last synced at: 18 days ago - Pushed at: about 2 months ago - Stars: 20 - Forks: 7

agrumery/aGrUM

This repository is a mirror. If you want to raise an issue or contact us, we encourage you to do it on Gitlab (https://gitlab.com/agrumery/aGrUM).

Language: Jupyter Notebook - Size: 335 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 40 - Forks: 0

TeddYenn/stat2vis

Collection of Applications for Visualizing Statistical Concepts

Language: Python - Size: 38.1 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

phenrickson/bgg_collections

models and analyses for bgg user collections

Language: R - Size: 90.2 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

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

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

Language: Jupyter Notebook - Size: 8.55 MB - Last synced at: 30 days ago - Pushed at: over 2 years ago - Stars: 773 - Forks: 295

hughford29/stat-learning-final-proj

Final Project for STA 663: Intro to Statistical Learning at Wake Forest University (Spring 2025)

Language: TeX - Size: 2.3 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

danhalligan/ISLRv2-solutions

Solutions to "An Introduction to Statistical Learning with Applications in R second edition"

Language: CSS - Size: 42.5 MB - Last synced at: 28 days ago - Pushed at: 6 months ago - Stars: 128 - Forks: 37

Techtonique/mlsauce

Miscellaneous Statistical/Machine Learning stuff (currently Python & R)

Language: Jupyter Notebook - Size: 28.6 MB - Last synced at: 8 days ago - Pushed at: 7 months ago - Stars: 8 - Forks: 2

Jstacs/Jstacs

Language: Java - Size: 36.8 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 19 - Forks: 4

erictleung/data-science-resources

:earth_americas: Readings and resource materials for data science

Size: 247 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 30 - Forks: 1

TrueCodee/thyroid-disease-classification

A statistical learning project for classifying thyroid conditions using PCA, K-Means clustering, Random Forest, and SVM.

Size: 196 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

sbogde/pandamonium

Social distancing from clean code: the Jessops approach to Data Mining.

Language: HTML - Size: 22.6 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

VlachosGroup/Pdn-Cluster-Structure-Optimization

Dataset, statistical learning-based energy model and structure optimization algorithms in Python for subnanometer Pd clusters supported on Ceria

Language: POV-Ray SDL - Size: 163 MB - Last synced at: 6 days ago - Pushed at: about 4 years ago - Stars: 9 - Forks: 1

danhalligan/ISLRv2-solutions-template

A bookdown template for solutions to Introduction to Statistical Learning second edition

Language: CSS - Size: 480 KB - Last synced at: about 2 months ago - Pushed at: over 2 years ago - Stars: 5 - Forks: 0

Vikranth3140/CSE342-SML

Statistical Machine Learning is a 3xx-level course offered to undergrads at IIIT-Delhi.

Language: Python - Size: 23.4 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 3 - Forks: 0

deepakjayaprakash/Keystroke-Authentication

Records the keystroke timing data and creates a model. Applies learning algorithms and statistical models to differentiate between a valid user and an intruder

Language: CSS - Size: 1.24 MB - Last synced at: about 2 months ago - Pushed at: about 8 years ago - Stars: 36 - Forks: 8

Techtonique/nnetsauce_r

Randomized and quasi-randomized nnetworks for supervised learning and multivariate time series forecasting

Language: R - Size: 26.6 MB - Last synced at: 8 days ago - Pushed at: 2 months ago - Stars: 2 - Forks: 0

mbmahiout/ising

Ising models and kinetic Ising models applied to calcium imaging recordings from mouse area M2.

Language: Jupyter Notebook - Size: 130 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

Techtonique/mlsauce_r

Miscellaneous statistical/machine learning stuff

Language: R - Size: 57.6 KB - Last synced at: 8 days ago - Pushed at: 2 months ago - Stars: 2 - Forks: 0

JustinMShea/StatisticalLearning

Course offered online through Stanford closely following the text "An Introduction to Statistical Learning, with Applications in R" (James, Witten, Hastie, Tibshirani - Springer 2013).

Size: 24.9 MB - Last synced at: 1 day ago - Pushed at: almost 7 years ago - Stars: 6 - Forks: 2

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

Language: Jupyter Notebook - Size: 28.4 MB - Last synced at: about 1 month ago - Pushed at: about 7 years ago - Stars: 287 - Forks: 127

machinelearnjs/machinelearnjs

Machine Learning library for the web and Node.

Language: TypeScript - Size: 3.12 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 542 - Forks: 53

daviddalpiaz/r4sl

:chart_with_upwards_trend: Machine Learning from the perspective of a Statistician using R

Language: Shell - Size: 172 MB - Last synced at: 4 days ago - Pushed at: almost 2 years ago - Stars: 73 - Forks: 62

giscience-fsu/sperrorest

Spatial error estimation and variable importance

Language: R - Size: 117 MB - Last synced at: 11 days ago - Pushed at: 5 months ago - Stars: 20 - Forks: 3

AlessandroCorradini/Stanford-University-Statistical-Learning

Repo for Statistical Learning course offered by Stanford University

Language: HTML - Size: 14.6 MB - Last synced at: 3 months ago - Pushed at: almost 6 years ago - Stars: 48 - Forks: 21

annalisaxamin/SL_homeworks

Homeworks for Statistical Learning course (Prof. Vinciotti) @ University of Trento

Language: HTML - Size: 3.65 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

pzuehlke/ISLP

Introduction to Statistical Learning with Python

Language: Jupyter Notebook - Size: 38.6 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

MRCIEU/awesome-ai

Awesome list for all things AI, ML and deep learning

Size: 116 KB - Last synced at: about 2 months ago - Pushed at: about 5 years ago - Stars: 56 - Forks: 7

khanhnamle1994/statistical-learning

Lecture Slides and R Sessions for Trevor Hastie and Rob Tibshinari's "Statistical Learning" Stanford course

Language: R - Size: 12.2 MB - Last synced at: 2 months ago - Pushed at: over 7 years ago - Stars: 257 - Forks: 122

HosseinAtrsaei/Logistic-Regression

Logistic Regression implementation for binary classification tasks as part of MICAS911 (Statistical Learning). Includes sigmoid activation, cost function visualization, and model evaluation.

Language: Jupyter Notebook - Size: 451 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

DrWaleedAYousef/Teaching

Teaching Materials for Dr. Waleed A. Yousef

Language: Mathematica - Size: 157 MB - Last synced at: 2 months ago - Pushed at: about 1 year ago - Stars: 1,004 - Forks: 319

ComputationalPsychiatry/RegressionDynamicCausalModeling.jl

A Julia package for estimating directed connectivity in whole-brain networks

Language: Julia - Size: 1.35 MB - Last synced at: 17 days ago - Pushed at: 5 months ago - Stars: 10 - Forks: 1

KarimABOUSSELHAM/ISLP-applied-solutions

Solutions of applied exercises contained in "An Introduction to Statistical Learning with Applications in Python", by Tibshirani et al, edition 2023

Language: Jupyter Notebook - Size: 9.76 MB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 23 - Forks: 3

xRiskLab/woeboost

Weight of Evidence (WOE) Gradient Boosting

Language: Python - Size: 4.57 MB - Last synced at: 24 days ago - Pushed at: 3 months ago - Stars: 6 - Forks: 0

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

Language: Jupyter Notebook - Size: 45.4 MB - Last synced at: 3 months ago - Pushed at: over 2 years ago - Stars: 196 - Forks: 77

semoglou/statistical_composite_silhouette

A clustering evaluation framework that combines micro- and macro-averaged silhouette scores into a composite metric using statistical weighting.

Size: 11.7 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

ysh329/statistical-learning-methods-note

李航《统计学习方法》笔记和 Python 实现（不基于任何代数运算库）。

Language: Python - Size: 297 KB - Last synced at: about 2 months ago - Pushed at: over 6 years ago - Stars: 58 - Forks: 21

iutzeler/skwdro

Distributionally robust machine learning with Pytorch and Scikit-learn wrappers

Language: Python - Size: 1.03 MB - Last synced at: 9 days ago - Pushed at: 4 months ago - Stars: 14 - Forks: 0

akomarla/ExpSmoothing

A simple introduction to statistical learning for time-series forecasting using the Holt Simple Exponential Smoothing method

Language: Python - Size: 92.8 KB - Last synced at: 30 days ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

fchamroukhi/SaMUraiS

StAtistical Models for the UnsupeRvised segmentAion of tIme-Series

Language: R - Size: 10.8 MB - Last synced at: 18 days ago - Pushed at: over 5 years ago - Stars: 11 - Forks: 1

Techtonique/learningmachine

Machine Learning with uncertainty quantification and interpretability

Language: R - Size: 3.56 MB - Last synced at: 8 days ago - Pushed at: 3 months ago - Stars: 5 - Forks: 1

Shahriar-0/Data-Science-Course-Projects-S2024

different data science projects like data scraping, hypothesis testing, data visualization, training machine learning models and more

Language: Jupyter Notebook - Size: 173 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 4 - Forks: 2

Techtonique/bcn

Boosted Configuration (Neural) Networks

Language: R - Size: 298 KB - Last synced at: 8 days ago - Pushed at: 3 months ago - Stars: 5 - Forks: 0

leonard-seydoux/earth-data-science-public

Lecture notes and notebooks for statistical data analysis and machine learning in Earth science

Language: Jupyter Notebook - Size: 142 MB - Last synced at: 3 months ago - Pushed at: 4 months ago - Stars: 5 - Forks: 1

OliverHennhoefer/awesome-ts-anomaly-detection-datasets

Extensive collection of tabular time-series anomaly detection datasets.

Size: 18.4 MB - Last synced at: about 1 month ago - Pushed at: 4 months ago - Stars: 3 - Forks: 1

Aaryan-Agr/Crime-And-Housing-Analysis

This project analyzes crime data and its impact on the Housing Price Index (HPI) across various U.S. cities. Using regression modeling and exploratory data analysis (EDA), the goal was to identify key socio-economic factors influencing crime rates and HPI trends over multiple years.

Size: 4.98 MB - Last synced at: 3 months ago - Pushed at: 4 months ago - Stars: 1 - Forks: 0

shengliu66/ELR

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

Language: Python - Size: 4.94 MB - Last synced at: about 1 month ago - Pushed at: about 2 years ago - Stars: 295 - Forks: 29

giovani-gutierrez/predicting_personality

Classifying participants as either introverts or extroverts using machine/statistical learning methods.

Language: TeX - Size: 1.28 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

YanivZimmer/Agent-Nego

Agent for IJCAI 2022 conference- Automated Negotiation Agents Competition (ANAC)

Language: Jupyter Notebook - Size: 34.2 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 4 - Forks: 0

giuleo129/DataAnalysis

This folder contains two projects focused on data analysis and statistical learning using R, covering exploratory data analysis, modeling, and predictive techniques.

Language: HTML - Size: 4.81 MB - Last synced at: about 1 month ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

tndoan/ISLR.jl

JuliaLang version of "An Introduction to Statistical Learning: With Applications in R"

Language: Jupyter Notebook - Size: 4.01 MB - Last synced at: 2 months ago - Pushed at: over 4 years ago - Stars: 144 - Forks: 24

solar-san/Kaggle-DataQuests

Repository for all my Kaggle code!

Language: HTML - Size: 37.6 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

ellenbell/4008Y

This is the workbook for Introduction to Data Science which falls within the BIO-4008Y Skills for Biologists module at the University of East Anglia. Feel free to use this resource for your own learning and teaching, however if you do use this resource I would be grateful if you could let me know at [email protected] and cite appropriately.

Language: TeX - Size: 92.1 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0