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eriklindernoren /ML-From-Scratch

Star28.7k

Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning.

data-science machine-learning data-mining deep-learning genetic-algorithm deep-reinforcement-learning machine-learning-from-scratch

UpdatedOct 15, 2023
Python

JaidedAI /EasyOCR

Star28.1k

Ready-to-use OCR with 80+ supported languages and all popular writing scripts including Latin, Chinese, Arabic, Devanagari, Cyrillic and etc.

python machine-learning information-retrieval data-mining ocr deep-learning image-processing cnn pytorch lstm optical-character-recognition crnn scene-text scene-text-recognition easyocr

UpdatedSep 24, 2024
Python

academic /awesome-datascience

Star27.5k

📝 An awesome Data Science repository to learn and apply for real world problems.

science data-science machine-learning data-mining deep-learning analytics data-visualization awesome-list data-scientists hacktoberfest

UpdatedOct 6, 2025

EthicalML /awesome-production-machine-learning

Star19.3k

A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning

machine-learning data-mining awesome deep-learning awesome-list interpretability privacy-preserving production-machine-learning mlops privacy-preserving-machine-learning explainability responsible-ai machine-learning-operations ml-ops ml-operations privacy-preserving-ml large-scale-ml production-ml large-scale-machine-learning

UpdatedOct 1, 2025

microsoft /LightGBM

Star17.7k

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.

microsoft python machine-learning data-mining r parallel distributed kaggle gbdt gbm lightgbm gbrt decision-trees gradient-boosting

UpdatedOct 7, 2025
C++

piskvorky /gensim

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Star16.2k

Topic Modelling for Humans

python nlp data-science machine-learning natural-language-processing information-retrieval data-mining neural-network word2vec word-embeddings topic-modeling gensim fasttext document-similarity word-similarity

UpdatedOct 7, 2025
Python

rasbt /python-machine-learning-book

Star12.5k

The "Python Machine Learning (1st edition)" book code repository and info resource

python data-science machine-learning data-mining neural-network scikit-learn machine-learning-algorithms logistic-regression

UpdatedNov 20, 2024
Jupyter Notebook

tangyudi /Ai-Learn

Star11.9k

人工智能学习路线图，整理近200个实战案例与项目，免费提供配套教材，零基础入门，就业实战！包括：Python，数学，机器学习，数据分析，深度学习，计算机视觉，自然语言处理，PyTorch tensorflow machine-learning,deep-learning data-analysis data-mining mathematics data-science artificial-intelligence python tensorflow tensorflow2 caffe keras pytorch algorithm numpy pandas matplotlib seaborn nlp cv等热门领域

python nlp data-science machine-learning data-mining algorithm caffe deep-learning tensorflow numpy cv keras mathematics pandas pytorch seaborn artificial-intelligence data-analysis matplotlib tensorflow2

UpdatedJun 2, 2024

yzhao062 /pyod

Sponsor

Star9.5k

A Python Library for Outlier and Anomaly Detection, Integrating Classical and Deep Learning Techniques

python data-science machine-learning data-mining deep-learning python3 neural-networks outliers autoencoder data-analysis outlier-detection anomaly unsupervised-learning fraud-detection anomaly-detection outlier-ensembles novelty-detection out-of-distribution-detection

UpdatedSep 5, 2025
Python

sktime /sktime

Sponsor

Star9.3k

A unified framework for machine learning with time series

data-science machine-learning data-mining ai time-series scikit-learn forecasting hacktoberfest time-series-analysis anomaly-detection time-series-classification time-series-regression time-series-segmentation sktime changepoint-detection

UpdatedOct 7, 2025
Python

yzhao062 /anomaly-detection-resources

Sponsor

Star9k

Anomaly detection related books, papers, videos, and toolboxes

machine-learning data-mining awesome awesome-list outlier-detection unsupervised-learning fraud-detection time-series-analysis anomaly-detection fraud outlier outlier-ensembles graph-neural-networks

UpdatedApr 24, 2025
Python

catboost /catboost

Star8.6k

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.

python data-science machine-learning data-mining tutorial r big-data gpu cuda kaggle gbdt gbm gpu-computing decision-trees gradient-boosting coreml catboost categorical-features

UpdatedOct 7, 2025
C++

microsoft /RD-Agent

Star8.1k

Research and development (R&D) is crucial for the enhancement of industrial productivity, especially in the AI era, where the core aspects of R&D are mainly focused on data and models. We are committed to automating these high-value generic R&D processes through R&D-Agent, which lets AI drive data-driven AI. 🔗https://aka.ms/RD-Agent-Tech-Report

agent data-science development data-mining automation research ai llm