Ecosyste.ms: Awesome

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Data Science

Data science is an inter-disciplinary field that uses scientific methods, processes, algorithms, and systems to extract knowledge from structured and unstructured data. Data scientists perform data analysis and preparation, and their findings inform high-level decisions in many organizations.

https://github.com/louisfb01/start-machine-learning

A complete guide to start and improve in machine learning (ML), artificial intelligence (AI) in 2024 without ANY background in the field and stay up-to-date with the latest news and state-of-the-art techniques!

artificial-intelligence cheat-sheets course coursera coursera-machine-learning data-science deep-learning learn-to-code learning learning-python linear-algebra machine-learning neural-networks practice probability-statistics read-articles tutorial tutorials youtube youtube-playlist

Last synced: 11 Oct 2024

https://github.com/Azure/MachineLearningNotebooks

Python notebooks with ML and deep learning examples with Azure Machine Learning Python SDK | Microsoft

azure azure-machine-learning azure-ml azureml data-science deep-learning machine-learning notebook

Last synced: 30 Oct 2024

https://github.com/faridrashidi/kaggle-solutions

🏅 Collection of Kaggle Solutions and Ideas 🏅

awesome competition data-mining data-science kaggle machine-learning solutions

Last synced: 25 Sep 2024

https://github.com/azure/machinelearningnotebooks

Python notebooks with ML and deep learning examples with Azure Machine Learning Python SDK | Microsoft

azure azure-machine-learning azure-ml azureml data-science deep-learning machine-learning notebook

Last synced: 29 Oct 2024

https://github.com/nteract/hydrogen

:atom: Run code interactively, inspect data, and plot. All the power of Jupyter kernels, inside your favorite text editor.

atom data-science hydrogen ipython jupyter jupyter-kernels nteract repl

Last synced: 11 Oct 2024

https://github.com/marimo-team/marimo

A reactive notebook for Python — run reproducible experiments, execute as a script, deploy as an app, and version with git.

artificial-intelligence data-science data-visualization developer-tools machine-learning notebooks pipeline python reactive web-app

Last synced: 15 Oct 2024

https://github.com/aws/aws-sdk-pandas

pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime, CloudWatchLogs, DynamoDB, EMR, SecretManager, PostgreSQL, MySQL, SQLServer and S3 (Parquet, CSV, JSON and EXCEL).

amazon-athena amazon-sagemaker-notebook apache-arrow apache-parquet athena aws aws-glue aws-lambda data-engineering data-science emr etl glue-catalog lambda modin mysql pandas python ray redshift

Last synced: 07 Oct 2024

https://github.com/lancedb/lance

Modern columnar data format for ML and LLMs implemented in Rust. Convert from parquet in 2 lines of code for 100x faster random access, vector index, and data versioning. Compatible with Pandas, DuckDB, Polars, Pyarrow, with more integrations coming..

apache-arrow computer-vision data-analysis data-analytics data-centric data-format data-science dataops deep-learning duckdb embeddings llms machine-learning mlops python rust

Last synced: 29 Oct 2024

https://github.com/justmarkham/scikit-learn-videos

Jupyter notebooks from the scikit-learn video series

data-science jupyter-notebook machine-learning python scikit-learn tutorial

Last synced: 13 Oct 2024

https://github.com/deepchecks/deepchecks

Deepchecks: Tests for Continuous Validation of ML Models & Data. Deepchecks is a holistic open-source solution for all of your AI & ML validation needs, enabling to thoroughly test your data and models from research to production.

data-drift data-science data-validation deep-learning html-report jupyter-notebook machine-learning ml mlops model-monitoring model-validation pandas-dataframe python pytorch

Last synced: 29 Oct 2024

https://github.com/chiphuyen/python-is-cool

Cool Python features for machine learning that I used to be too afraid to use. Will be updated as I have more time / learn more.

advanced-python data-science machine-learning python-tutorials python3

Last synced: 14 Oct 2024

https://github.com/ploomber/ploomber

The fastest ⚡️ way to build data pipelines. Develop iteratively, deploy anywhere. ☁️

data-engineering data-science jupyter jupyter-notebooks machine-learning mlops notebooks papermill pipelines pycharm vscode workflow

Last synced: 29 Oct 2024

https://github.com/spotify/chartify

Python library that makes it easy for data scientists to create charts.

bokeh data-science plots plotting python visualization

Last synced: 15 Oct 2024

https://github.com/fastai/course-nlp

A Code-First Introduction to NLP course

data-science machine-learning nlp python

Last synced: 15 Oct 2024

https://github.com/databricks/koalas

Koalas: pandas API on Apache Spark

big-data data-science dataframe mlflow pandas pydata spark

Last synced: 12 Oct 2024

https://github.com/alibaba/GraphScope

🔨 🍇 💻 🚀 GraphScope: A One-Stop Large-Scale Graph Computing System from Alibaba | 一站式图计算系统

analytics big-data data-science graph graph-analytics graph-computation graph-computing graph-data graph-neural-networks gremlin

Last synced: 06 Nov 2024

https://github.com/opengeos/leafmap

A Python package for interactive mapping and geospatial analysis with minimal coding in a Jupyter environment

data-science dataviz folium geoparquet geopython geospatial geospatial-analysis gis ipyleaflet jupyter jupyter-notebook leafmap mapping plotly python solara streamlit streamlit-webapp whiteboxtools

Last synced: 31 Oct 2024

https://github.com/ethen8181/machine-learning

:earth_americas: machine learning tutorials (mainly in Python3)

data-science deep-learning jupyter-notebook machine-learning python python3

Last synced: 15 Oct 2024

https://github.com/spark-notebook/spark-notebook

Interactive and Reactive Data Science using Scala and Spark.

apache-spark data-science notebook reactive scala spark

Last synced: 12 Oct 2024

https://github.com/andypetrella/spark-notebook

Interactive and Reactive Data Science using Scala and Spark.

apache-spark data-science notebook reactive scala spark

Last synced: 12 Oct 2024

https://github.com/antonycourtney/tad

A desktop application for viewing and analyzing tabular data

csv data-analysis data-science database desktop-application duckdb parquet-viewer pivot-tables pivots tabular-data

Last synced: 28 Oct 2024

https://github.com/alibaba/graphscope

🔨 🍇 💻 🚀 GraphScope: A One-Stop Large-Scale Graph Computing System from Alibaba | 一站式图计算系统

analytics big-data data-science graph graph-analytics graph-computation graph-computing graph-data graph-neural-networks gremlin

Last synced: 29 Oct 2024

https://github.com/aksnzhy/xlearn

High performance, easy-to-use, and scalable machine learning (ML) package, including linear model (LR), factorization machines (FM), and field-aware factorization machines (FFM) for Python and CLI interface.

data-analysis data-science factorization-machines ffm fm machine-learning statistics

Last synced: 15 Oct 2024

https://github.com/GokuMohandas/mlops-course

Learn how to design, develop, deploy and iterate on production-grade ML applications.

data-engineering data-quality data-science deep-learning distributed-ml llms machine-learning mlops natural-language-processing python pytorch ray

Last synced: 30 Oct 2024

https://github.com/gokumohandas/mlops-course

Learn how to design, develop, deploy and iterate on production-grade ML applications.

data-engineering data-quality data-science deep-learning distributed-ml llms machine-learning mlops natural-language-processing python pytorch ray

Last synced: 15 Oct 2024

https://github.com/giswqs/leafmap

A Python package for interactive mapping and geospatial analysis with minimal coding in a Jupyter environment

data-science dataviz folium geoparquet geopython geospatial geospatial-analysis gis ipyleaflet jupyter jupyter-notebook leafmap mapping plotly python streamlit streamlit-webapp whiteboxtools

Last synced: 11 Oct 2024

https://github.com/mrdbourke/zero-to-mastery-ml

All course materials for the Zero to Mastery Machine Learning and Data Science course.

data-science deep-learning machine-learning

Last synced: 15 Oct 2024

https://github.com/determined-ai/determined

Determined is an open-source machine learning platform that simplifies distributed training, hyperparameter tuning, experiment tracking, and resource management. Works with PyTorch and TensorFlow.

data-science deep-learning distributed-training hyperparameter-optimization hyperparameter-search hyperparameter-tuning keras kubernetes machine-learning ml-infrastructure ml-platform mlops pytorch tensorflow

Last synced: 29 Oct 2024

https://github.com/dotnet/interactive

.NET Interactive combines the power of .NET with many other languages to create notebooks, REPLs, and embedded coding experiences. Share code, explore data, write, and learn across your apps in ways you couldn't before.

csharp data-science dotnet-interactive fsharp interactive-programming jupyter notebooks polyglot polyglot-dev powershell

Last synced: 07 Oct 2024

https://github.com/parrt/dtreeviz

A python library for decision tree visualization and model interpretation.

data-science decision-trees machine-learning model-interpretation python random-forest scikit-learn visualization xgboost

Last synced: 13 Oct 2024

https://github.com/libffcv/ffcv

FFCV: Fast Forward Computer Vision (and other ML workloads!)

data-science machine-learning pytorch

Last synced: 29 Oct 2024

https://github.com/rasbt/deep-learning-book

Repository for "Introduction to Artificial Neural Networks and Deep Learning: A Practical Guide with Applications in Python"

artificial-intelligence data-science deep-learning machine-learning neural-network python pytorch tensorflow

Last synced: 15 Oct 2024

https://github.com/TeamHG-Memex/eli5

A library for debugging/inspecting machine learning classifiers and explaining their predictions

crfsuite data-science explanation inspection lightgbm machine-learning nlp python scikit-learn xgboost

Last synced: 09 Nov 2024

https://github.com/teamhg-memex/eli5

A library for debugging/inspecting machine learning classifiers and explaining their predictions

crfsuite data-science explanation inspection lightgbm machine-learning nlp python scikit-learn xgboost

Last synced: 10 Oct 2024

https://github.com/quadratichq/quadratic

Quadratic | Data Science Spreadsheet with Python & SQL

data data-analysis data-engineering data-science etl python quadratic spreadsheet sql wasm webgl

Last synced: 15 Oct 2024

https://matheusfacure.github.io/python-causality-handbook/

Causal Inference for the Brave and True. A light-hearted yet rigorous approach to learning about impact estimation and causality.

causal-inference causality data-science econometrics harmless-econometrics impact-estimation python

Last synced: 05 Nov 2024

https://github.com/rbhatia46/data-science-interview-resources

A repository listing out the potential sources which will help you in preparing for a Data Science/Machine Learning interview. New resources added frequently.

artificial-intelligence data-science data-science-interview interview-questions interview-resources learning-resources machine-learning machine-learning-interview

Last synced: 15 Oct 2024

https://github.com/rbhatia46/Data-Science-Interview-Resources

A repository listing out the potential sources which will help you in preparing for a Data Science/Machine Learning interview. New resources added frequently.

artificial-intelligence data-science data-science-interview interview-questions interview-resources learning-resources machine-learning machine-learning-interview

Last synced: 07 Nov 2024

https://github.com/whylabs/whylogs

An open-source data logging library for machine learning models and data pipelines. 📚 Provides visibility into data quality & model performance over time. 🛡️ Supports privacy-preserving data collection, ensuring safety & robustness. 📈

ai-pipelines analytics approximate-statistics calculate-statistics constraints data-constraints data-pipeline data-quality data-science dataops dataset logging machine-learning ml-pipelines mlops model-performance python statistical-properties

Last synced: 15 Oct 2024

https://github.com/justinzm/gopup

数据接口：百度、谷歌、头条、微博指数,宏观数据，利率数据，货币汇率，千里马、独角兽公司，新闻联播文字稿，影视票房数据，高校名单，疫情数据…

covid19-data data data-analysis data-science datasets economic-data gopup index-data python

Last synced: 15 Oct 2024

https://github.com/yunabe/lgo

Interactive Go programming with Jupyter

data-science go golang jupyter-notebook jupyter-notebook-kernel machine-learning repl

Last synced: 09 Oct 2024

https://github.com/matheusfacure/python-causality-handbook

Causal Inference for the Brave and True. A light-hearted yet rigorous approach to learning about impact estimation and causality.

causal-inference causality data-science econometrics harmless-econometrics impact-estimation python

Last synced: 15 Oct 2024

https://github.com/reiinakano/scikit-plot

An intuitive library to add plotting functionality to scikit-learn objects.

data-science machine-learning plot plotting scikit-learn visualization

Last synced: 29 Oct 2024

https://github.com/visualize-ml/book7_visualizations-for-machine-learning

Book_7_《机器学习》 | 鸢尾花书：从加减乘除到机器学习；欢迎批评指正

baysian data-science linear-algebra machine-learning machine-learning-algorithms matrix

Last synced: 15 Oct 2024

Data Science Awesome Lists
awesome-datascience 847 Awesome-pytorch-list 704 awesome-bigdata 621 awesome-bigdata 621 awesome-R 482 awesome-mlops 299 awesome-jupyter 205 awesome-computer-science-opportunities 153 awesome-machine-learning-interpretability 1,220 awesome-python-data-science 379 awesome-business-intelligence 231 awesome-streamlit 101 football_analytics 56 awesome-fraud-detection-papers 186 awesome-google-colab 73 CV-pretrained-model 103 yt-channels-DS-AI-ML-CS 195 data-science-with-ruby 101 StarryDivineSky 9,513 awesome-learn-datascience 43 awesome-feature-engineering 69 awesome-r-learning-resources 139 awesome-ai 267 awesome-public-real-time-datasets 42 machine-learning-resources 56 awesome-data-science-resoruces 36 ai-catalog 70 Awesome-Distributed-Deep-Learning 44 awesome-data 31 awesome-h2o 96 Data-Science 71 awesome-materials-informatics 126 awesome-time-series-segmentation-papers 105 awesome-python 1,028 data-science-learning-path 70 awesome-scientific-python 131 awesome-arcgis-developers 176 awesome-kubeflow 139 awesome-data-contracts 57 awesome-ml-blogs 96 Data-Engineering-Roadmap 119 recommendations-for-engineers 1,163 awesome-AI-kubernetes 65 awesome-AI-tutorials-surveys 134 deep-learning-resources 54 awesome-python-machine-learning-resources 1,884 awesome-cv 178 awesome-data-temporality 93 Machine-Learning 483 awesome-data-science-resources 167
Data Science Categories
A01_文本生成_文本对话 1,409 Uncategorized 1,002 前端开发框架及项目 568 Community and Official Guidance Resources 554 其他_机器学习与深度学习 423 网络服务 382 Books 380 Awesome Resources 352 Machine Learning 328 Research Articles and Reports 316 其他_机器视觉 298 Table of Contents 290 Literature and Media 289 The Data Science Toolbox 288 其他 288 Education Resources 282 Data Versioning for Machine Learning 258 其他_安全与渗透 254 NLP语料和数据集 250 Tools 238