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An open API service indexing awesome lists of open source software.

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/flazefy2/ds-customer_shopping

https://www.kaggle.com/datasets/bhadramohit/customer-shopping-latest-trends-dataset

data-science data-visualization jupiter-notebook numpy python sales shopping squarify statistics

Last synced: 05 May 2026

https://github.com/myounus-codes/saleprice-prediction-dataset-analysis-and-cleaning-advance-regression

In this project I have cleaned the data for the model. Project Google Colab Link: https://colab.research.google.com/drive/1vQY-XEFJSdEkW2PQOSf1j13Yk8L-XXNw?usp=sharing

algorithms data-analysis data-science eda google-colab machine-learning numpy pandas python scikit-learn scikit-learn-python

Last synced: 05 May 2026

https://github.com/patrickdavies100/datapipeline37

Some Data Science practice using datasets available online. Currently test data is similar to this dataset: https://www.kaggle.com/datasets/asaniczka/amazon-uk-products-dataset-2023 but the plan is to expand.

data data-science pandas-dataframe python3

Last synced: 08 Oct 2025

https://github.com/jofaval/jofaval.github.io

Main home repository, it serves as an introduction to my professional profile, feel free to explore as much as you want

backend computer-science data-science data-scientist developer frontend full-stack fullstack javascript machine-learning nextjs react redux software-engineer software-engineering typescript

Last synced: 18 Jan 2026

https://github.com/md-emon-hasan/ml-projects-telcom-customer-churn-prediction

๐Ÿ“ฑ Customers are likely to leave a telecom service, enabling companies to take measures for retention and create accurate churn prediction models.

boostrap5 customer-churn customer-segmentation data-engineering data-science data-visualization logestic-regression machine-learning telco-customer-churn-prediction telcom-churn

Last synced: 05 May 2026

https://github.com/muhammadsaqib001/streamlit-app-for-shadow-detection

Shadow Detector App is a web application built using Streamlit that utilizes a trained UNet model to identify and analyze shadows in uploaded images. This app allows users to upload images and detect shadows using advanced AI technology with just a click of a button.

computer-vision data-science image-processing machine-learning opencv pillow python streamlit streamlit-dashboard

Last synced: 05 May 2026

https://github.com/mathialo/splinelib

Python library for representation and computation of splines

data-science geometric-modeling python spline-approximation splines

Last synced: 09 Jun 2026

https://github.com/andres15alvarez/coffee-sow

In this project a dataset was created from a brief research on coffee plantations, it is not intended to be an excellent dataset, it is only for educational purposes about neural networks.

data-science deep-learning machine-learning python pytorch

Last synced: 05 May 2026

https://github.com/amarlearning/generating-keywords-for-google-adwords

Automatically generate keywords for a search engine marketing campaign using Python

data-cleaning data-science jupyter-notebook manipulating-dataframes pandas python

Last synced: 05 May 2026

https://github.com/antoniojbt/project_quickstart

Boilerplate tools and templates for setting up a data analysis project.

data-science data-science-toolbox template-project

Last synced: 11 Feb 2026

https://github.com/wambugu71/auto_eda_dsail

Automating process of EDA (Explaratory Data Analysis) with Generative AI and opensource python tools.

automation data-analytics data-science data-science-projects dataanalysis deeplearning eda explanatory-data-analysis machine-learning

Last synced: 18 Jun 2026

https://github.com/gandhasiri-rahul-mohan/neural-networks-q1-forestfires

PREDICT THE BURNED AREA OF FOREST FIRES WITH NEURAL NETWORKS

data-science machine-learning neural-networks nlp pandas python

Last synced: 06 May 2026

https://github.com/mirokeimioniemi/classifying-software-pirates

Exploring the factors driving people into software piracy by training two machine learning models to predict whether a person with certain characteristics and sentiments is likely to possess any pirated software or not using a dataset collected via a survey targeting users of music production software.

data-analysis data-science decision-tree-classifier logistic-regression machine-learning piracy python software-piracy survey

Last synced: 06 May 2026

https://github.com/drcbeatz/machine-learning-tool

Machine Learning Tool - Train and test supervised ML algorithms (incl. binary classification and regression) on custom data sets and visualize your results without knowing how to code.

data-science data-visualization django machine-learning python scikit-learn

Last synced: 06 May 2026

https://github.com/tpvasconcelos/best-of-data-science

๐Ÿ† Best of Data Science, Machine Learning, Statistics, and Software Engineering

data-science

Last synced: 21 Jan 2026

https://github.com/scarblase/homeless-animals-analysis

A data-driven exploration of homeless animal statistics ๐Ÿถ๐Ÿฑ. Analyze age distribution, shelter dynamics, and adoption patterns using Python, Pandas, and Seaborn.

animals data-analysis data-mining data-science data-science-projects data-visualization matplotlib matplotlib-pyplot numpy pandas plotly python python3 ukraine

Last synced: 06 May 2026

https://github.com/vibhujawa/trump_gab_analysis

This analysis considers social media posts from a new platform: Gab.ai for trump

data-science gab

Last synced: 26 Mar 2025

https://github.com/camara94/lesfondementsdelintelligenceartificielle

L'intelligence artificielle (IA) est un processus d'imitation de l'intelligence humaine qui repose sur la crรฉation et l'application d'algorithmes exรฉcutรฉs dans un environnement informatique dynamique. Son but est de permettre ร  des ordinateurs de penser et d'agir comme des รชtres humains.

data-science ia machine-learning

Last synced: 19 Mar 2026

https://github.com/kirkalyn13/opensignal_autogenerate_report

Script used to generate results/summary, including the trends of flagged provinces, from the raw excel data file,

data-analysis data-science data-visualization matplotlib numpy pandas python

Last synced: 06 May 2026

https://github.com/0xnaman1/mindai

Data Science blog post

data-science fastai python pytorch

Last synced: 06 May 2026

https://github.com/mrankitgupta/titanic-survival-prediction-93-xgboost

Titanic Survival Prediction Project (93% Accuracy)๐Ÿ›ณ๏ธ In this notebook, The goal is to correctly predict if someone survived the Titanic shipwreck using different Machine Learning Model & Hyperparameter tunning.

classification data-analysis data-science data-visualization gradient-boosting kaggle-competition linear-regression logistic-regression machine-learning machine-learning-algorithms ml ml-models nlp prediction predictive-modeling random-forest titanic titanic-kaggle titanic-survival-prediction xgboost

Last synced: 06 May 2026

https://github.com/faizantkhan/kaggle-eda-ml-feature-engineering

Explore the Kaggle Codes Repository for concise and powerful code snippets covering the essentials of data science and machine learning. From Kaggle competitions to real-world projects, discover insights into exploratory data analysis, machine learning models, feature engineering, and data science mathematics.

data-science eda jupyter-notebook kaggle kaggle-competition kaggle-dataset kaggle-scripts kaggle-solution machine-learning machine-learning-algorithms mathematics python python-library

Last synced: 06 May 2026

https://github.com/jabhij/eda_experiments

In this repo I'll use different types of datasets to explore and implement various Exploratory Data Analysis (EDA) approaches.

ames-housing analysis battery-life blackfriday-analysis data-analysis data-science data-visualization eda matplotlib-pyplot numpy pandas python seaborn visualization zomato-data-analysis

Last synced: 14 Apr 2026

https://github.com/allenleizhao/model_validation_strategy_comparison

A comparison of cross-validation techniques and classification models using synthetic data. Includes evaluation of Logistic Regression, Random Forest, and SVM with K-Fold and Repeated K-Fold methods.

classification cross-validation data-science machine-learning model-evaluation python sklearn

Last synced: 06 May 2026

https://github.com/mohamed-samy26/heart-diseases-prediction-ml

Machine learning system based on KNN , linear regression and CART decision Tree model that can predict infection of heart diseases for a patientl

ai data-science decision-trees heart-disease knn machine-learning regression

Last synced: 14 Jun 2025

https://github.com/aniketmondal/da_youtube_popular_videos

Analysis of current most popular YouTube videos. Contains real-life data collection using API, storing data in Cloud database, analysis of various data types in Pandas, and creating visualizations using Seaborn, Matplotlib.

cloud-database compute-engine data-cleaning data-science data-wrangling datetime-library google-cloud-platform ipython-notebook matplotlib numpy pandas pgadmin4 postgresql psycopg2 python python-dotenv seaborn virtual-machine youtube-api-v3

Last synced: 13 Feb 2026

https://github.com/shuyib/mentorship-workflow

This is a repository I give to individuals interested in practical data science and machine learning

data-science deep-learning machine-learning python

Last synced: 14 Apr 2026

https://github.com/albertofaraujo/py_analiseceaps

Anรกlise exploratรณria de dados pรบblicos do CEAPS (Cota para exercรญcio de atividades parlamentares dos Senadores)

analise-de-dados analise-exploratoria dashboard data-science python streamlit

Last synced: 06 May 2026

https://github.com/mohammadvhossein/ml-gym

The ML-GYM repository showcases machine learning projects using **scikit-learn**, covering classification, regression, and clustering. It offers educational resources for beginners and practical examples for experienced users, complete with detailed instructions.

classification-algorithms clustering-methods cross-validation data-preprocessing data-science decision-trees feature-engineering machine-learning model-evaluation neural-networks python-programming random-forests regression-techniques scikit-learn supervised-learning unsupervised-learning

Last synced: 06 May 2026

https://github.com/vijay-varadarajan/heart-failure-predictor

My first ML project that predicts the risk of heart failure of a person, given his/her medical data, with reasonable accuracy

data-science healthcare machine-learning prediction-model python streamlit

Last synced: 06 May 2026

https://github.com/mouzkolit/neurobeginner

Data Science Beginner Course teached Jan 23

data-science matplotlib pandas python scanpy scrna-seq

Last synced: 06 May 2026

https://github.com/zayarhtet/visualising-election-with-data

Visualisation of Myanmar Election 2020 with past data

data-mining data-science data-visualization

Last synced: 13 Feb 2026

https://github.com/savinrazvan/pagerank

This project implements the PageRank algorithm to rank web pages by importance using two approaches: a sampling method with the Markov Chain random surfer model and an iterative method with a recursive mathematical expression.

alogrithm convergence data-science graph-theory iterative-methods markov-chain mathematical-modelling pagerank pagerank-algorithm python random-surfer-model recursive-algorithm sampling-methods search-engine simulation web-crawling

Last synced: 06 May 2026

https://github.com/quantum-software-development/4-cybersecurity-social-engineering-project-ai-risk-intelligence-financial-incidents-analytics

๐Ÿ”4- Cybersecurity and Social Engineering - AI-powered risk intelligence platform analyzing financial AI incidents to uncover bias, quantify operational risk, and support governance and regulatory decision-making.

ai ai-ethics data-science financial-risk lgpd machine-learning python restful-api risk-management social-engineering zero-trust-security

Last synced: 06 May 2026

https://github.com/pawlyk/dsml-tools

set of Data Science and Machine Learning tools

data-science ds machine-learning ml plotting preprocessing

Last synced: 13 Feb 2026

https://github.com/scarblase/portfolioprojects

A collection of data analysis and business intelligence projects using SQL, Python, and visualization tools to uncover insights from real-world datasets. ๐Ÿš€๐Ÿ“Š

csv data-analysis data-engineering data-mining data-science data-visualization matplotlib matplotlib-pyplot pandas python python3 seaborn sql

Last synced: 06 May 2026

https://github.com/arnavlabh/deeplearning-projects-gfg

A curated portfolio of 7 Deep Learning projects. Each project demonstrates practical applications of DL concepts, focusing on real-world problem solving and skill development. (GFG ML, DL & GenAI Course)

artificial-intelligence data-science deep-learning machine-learning neural-networks reinforcement-learning

Last synced: 14 May 2026

https://github.com/hameddavodi/finance-datascience-webapp

A web application about finance and data science

data-science machine-learning python

Last synced: 06 May 2026

https://github.com/himanchalchandra/science-canvas

Repo containing projects I did during a four months bootcamp on Data Science and Machine Learning organized by Science Canvas India.

data-mining data-science data-visualization machine-learning-algorithms mysql nlp-machine-learning

Last synced: 06 May 2026

https://github.com/mxagar/statistics_with_python_coursera

My personal notes done while following the Coursera Specialization "Statistics with Python", from the University of Michingan, hosted by Dr. Brenda Gunderson.

data-modeling data-science data-visualization hypothesis-testing machine-learning pandas python statistics

Last synced: 06 May 2026

https://github.com/monish-nallagondalla/diamondpriceprediction

Diamond Price Prediction is an end-to-end machine learning project that predicts diamond prices based on attributes like carat, cut, color, clarity, and dimensions. It features a Flask web application for real-time predictions and utilizes models such as Linear Regression, Lasso, and Ridge.

data-analysis data-science flask jupyter-notebooks machine-learning predictive-modeling python

Last synced: 06 May 2026

https://github.com/montanaz0r/imdb-ratings-auto-inserter

A Python script that enables auto-inserting movie ratings into the IMDB profile.

data data-science dataanalysis imdb movies pandas pandas-dataframe python3 selenium selenium-webdriver webscraping

Last synced: 07 May 2026

https://github.com/sermonzagoto/project_python

Assesment Python from Skill Academy by Ruang Guru

data-science jupyter-notebook pandas-python python

Last synced: 07 May 2026

https://github.com/saru2020/rentpredictor

#MachineLearning project for predicting the house rent demonstrating MLOps

apache-airflow data-science kaggle-dataset machine-learning-algorithms machinelearning mllib mlops pyspark python spark

Last synced: 14 Feb 2026

https://github.com/sivas-2/coffee-sales-visualization

This repository contains data visualization scripts and notebooks analyzing coffee sales data from a vending machine, sourced from Kaggle. The visualizations explore sales trends, customer preferences, and product popularity over time.

data data-analysis data-science data-visualization python visualization

Last synced: 07 May 2026

https://github.com/ankostis/rollstats

Calculate rolling avg, var & stdev in Python & C++ code

cpp data-science python sample-code statistics

Last synced: 19 Apr 2026

https://github.com/rembertdesigns/smart-vinyl-catalog

AI-powered vinyl cataloging and music discovery platform leveraging BigQueryโ€™s generative AI. Processes mixed-format data to deliver personalized recommendations, collection analytics, and intelligent search. Created for the Kaggle BigQuery AI Challenge to showcase real-world, scalable AI solutions for music lovers.

ai bigquery data-science data-visualization generative-ai hackathon kaggle kaggle-competition machine-learning music-analytics music-recommendation-algorithm python recommender-system vinyl

Last synced: 07 May 2026

https://github.com/akashash01/akash_linear-regression

This is an linear approach machine learning model used to predict the values of variable(dependent) based on other variables(independent).

anova-test autocorrelation data-science heteroscedasticity linear-regression machine-learning mape multicollinearity numpy pandas python supervised-learning

Last synced: 07 May 2026

https://github.com/ul-mds/gecko-data

Example data sources as a starting point for working with Gecko

data-science numpy pandas python record-linkage

Last synced: 16 Apr 2026

https://github.com/szapp/magistdataanalysisvisualization

Case study: Data analysis and visualization to evaluate and recommend a business partnership. Team project for data-driven business with SQL and Tableau

dashboard data-analysis data-science data-visualization data-viz sql tableau-public

Last synced: 19 Mar 2026

https://github.com/gperdrizet/ariel-data-challenge

Kaggle competition: NeurIPS - Ariel Data Challenge 2025

astronomy data-science exoplanets kaggle machine-learning neurips-2025 python spectroscopy

Last synced: 07 May 2026

https://github.com/hansalemaos/permutation_no_repetition

Permutation without repetition - written in Cython - for Numpy

cython data-science no-repetitions numpy pandas permutations

Last synced: 14 Jan 2026

https://github.com/fpopic/hf-interview-challenge

(Interview) Mixin Data Engineering & Data Science with PySpark

data-engineering data-science pyspark python recipes spark

Last synced: 07 May 2026

https://github.com/bala-1409/foreign-exchange-rate-time-series-data-science-project

This project will use time series analysis to forecast the exchange rate between the euro and the US dollar. The project will use a variety of statistical techniques, such as ARIMA to model the data and forecast the exchange rate.

data-analysis data-science data-visualization datapreprocessing eda exploratory-data-analysis forecasting machine-learning-algorithms model modelfitting predictive-modeling python3 scikit-learn statsmodels time-series time-series-analysis

Last synced: 07 May 2026

https://github.com/md-emon-hasan/data-science

Data science tutorials, including data preprocessing, analysis, visualization, project deployment, machine learning and deep learning algorithms.

artificial-intelligence data-analysis data-engineering data-science deep-learning machine-learning-algorithms python

Last synced: 07 May 2026

https://github.com/shadan100/sales-prediction-analysis

The aim is to build a predictive model and find out the sales of each product at a particular store. Using this model, BigMart will try to understand the properties of products and stores which play a key role in increasing sales.

artificial-intelligence data-analysis data-science django django-framework jupyter-notebook machine-learning matplotlib pandas predictive-modeling python sales-prediction

Last synced: 01 Mar 2026

https://github.com/cdcgov/clean-genes

A rust crate that automatically cleans up a gene alignment by trimming to ORF and identifying and/or removing problematic sequences.

bioinformatics cdc-influenza-division data-cleaning data-normalisation data-normalization data-science fasta ncird ncird-id sequence-alignment sequence-analysis sequence-annotation

Last synced: 01 Mar 2026

https://github.com/soumyaco/rare-species-analysis-across-uk

A Data Analysis on over 20M data on different species in UK and their location

data-analytics data-science folium-maps pandas python3

Last synced: 07 May 2026

https://github.com/y-india/retail-sales-analysis-project

Analysis and preprocessing of retail store sales data. Includes data loading, merging, and initial inspection. ๐Ÿ“Œ Recommended: See README.md for detailed project progress and dataset information.

ai dashboard data-analysis data-science data-visualization jupiter-notebook machine-learning matplotlib python real-world-problem-solving real-world-project retail-analytics sales-analysis seaborn sklearn-library streamlit

Last synced: 07 May 2026

https://github.com/lexxai/goit_python_ds_hw_08

ะœะพะดัƒะปัŒ 8. ะ“ะปะธะฑะพะบะต ะฝะฐะฒั‡ะฐะฝะฝั. Tensorflow.

classification data-science matplotlib minst numpy pandas python sklearn tensorflow

Last synced: 14 Apr 2026

https://github.com/robert-zacchigna/robert-zacchigna.github.io

Personal site of data science related projects ranging from data analysis and exploration to machine learning and prediction models (mostly using Jupyter Notebook).

data-science jekyll jekyll-site jupyter jupyter-notebook machine-learning python

Last synced: 07 May 2026

https://github.com/1ayanabil1/iris-visualization

This repository focuses on visualizing the Iris dataset using various data visualization techniques. It includes histograms, scatter plots, box plots, pie charts, bubble charts, and KDE plots to provide insights into the datasetโ€™s structure. The project utilizes Matplotlib, Seaborn, Plotly, and Scikit-learn to generate insightful visualizations.

analytics clustering data-analysis data-science data-visualization datavisualization-project datavisualizations eda exploratory-data-analysis machine-learning machinelearning-python python

Last synced: 07 May 2026

https://github.com/skywardai/paper_gallery

Papers gallery for using LLMs ability over dataset

ai data data-science llm medicine neural-network research security

Last synced: 19 Mar 2026

https://github.com/kalebers/economic_analysis_data_science

Data Analysis Python project using economy data base to predict percentage of good and bad payers

data-analysis data-science machine-learning pandas python scipy sklearn-library

Last synced: 18 Apr 2026

https://github.com/shriram-vibhute/data-science-machine-learning-course-work

This repository features both original implementations of machine learning algorithms and their modern sklearn counterparts, providing a comprehensive resource for exploring and comparing algorithmic approaches from scratch and with established libraries.

algorithms data-science machine-learning

Last synced: 10 Oct 2025

https://github.com/pinedah/escom_high-performance-computing

This repository contains materials, notes, and projects for the High-Performance Computing (HPC) course in the Data Science degree at IPN. It covers the design and implementation of parallel computing, distributed systems, and GRID architectures to build high-performance computing systems.

cloud-computing data-science distributed-systems escom high-performance-computing hpc ipn parallel-computing school

Last synced: 02 Mar 2026

https://github.com/daniel-covelli/senior-thesis

๐Ÿ“‘ Categorizing the effect of user behavior on YouTube's content recommendation algorithm. Work submitted on behalf of UC Berkeley's Interdisciplinaryy Studies Major.

data-science python youtube

Last synced: 08 May 2026

https://github.com/shivamsouravjha/covid-affects

This project is based upon ML classification of Data in-order to predict the death toll in each county on each day.

c covid-19 data-science jupyter-notebook machine-learning machine-learning-algorithms python

Last synced: 08 May 2026

https://github.com/mohamedhany99/human-voice-identifier-counter

the application developed in (KIVY) it can identify the users imported into the dataset based on the support vector machine training model it has two features ( Importing new voice - Detection to detect the human voices and count them)

android android-app android-application automation automation-framework data data-analysis data-mining data-science data-visualization datascience kivy kivy-framework machine-learning python

Last synced: 27 Mar 2026

https://github.com/xuri/excelize-cs

Excelize is a C# port of Go Excelize library that allow you to write to and read from XLAM / XLSM / XLSX / XLTM / XLTX files.

agent ai chart csharp data-analysis data-science data-visualization excel excelize formula microsft office ooxml parser spreadsheet xlsm xlsx

Last synced: 03 Mar 2026

https://github.com/md-emon-hasan/1-simple-stock-price-ml-app

A simple mahcine learning application for stock prices, demonstrating data preprocessing, model training, and deployment using scikit-learn.

data-analysis data-science eda ml-app streamlit-webapp time-series time-series-analysis webapp

Last synced: 31 May 2026

https://github.com/geo-y20/loan-approval-automation-using-mongodb-and-pymongo

This project demonstrates the implementation of a loan approval system that utilizes MongoDB for distributed data storage and management, and PyMongo for database operations. The project aims to automate the assessment of loan eligibility using customer details from online applications.

crud-application data data-analysis data-science data-visualization deployment jupyter-notebook loan-default-prediction loan-prediction-analysis machine-learning machine-learning-algorithms matplotlib mongodb pymongo streamlit web

Last synced: 08 May 2026

https://github.com/returnstring/pgpromise

Promisified async PostgreSQL queries for R

data-engineering data-science postgresql r

Last synced: 08 May 2026

https://github.com/kinshuk-code-1729/data-visualisation-using-python

This Repository consists of several python snippets for creating Two-Dimensional (2D) Graphics

data-analysis data-science data-visualization matplotlib visualization

Last synced: 02 Jun 2026

https://github.com/creativepurus/python-basics

๐ŸŒŸ I wanted to share some amazing free resources for learning Python! ๐Ÿค“๐Ÿ‘จโ€๐ŸŽ“๐Ÿ‘ฉโ€๐ŸŽ“ So, this repository is all about Basics of Python ๐Ÿ

basic basic-algorithm basic-learning basic-programming basic-programming-language coding coding-standards creative-coding creativepuru data-science free machine-learning python python3 pythonbase pythonbasic pythonbasics pythonbasicstutorial resources

Last synced: 30 Apr 2026

Data Science Awesome Lists
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A01_ๆ–‡ๆœฌ็”Ÿๆˆ_ๆ–‡ๆœฌๅฏน่ฏ 2,414 Uncategorized 1,825 Languages 1,012 ๅ‰็ซฏๅผ€ๅ‘ๆก†ๆžถๅŠ้กน็›ฎ 766 Books 621 The Data Science Toolbox 599 Table of Contents 589 ๅ…ถไป–_ๆœบๅ™จๅญฆไน ไธŽๆทฑๅบฆๅญฆไน  550 Machine Learning 527 100 + ๐—”๐—ฟ๐˜๐—ถ๐—ณ๐—ถ๐—ฐ๐—ถ๐—ฎ๐—น ๐—œ๐—ป๐˜๐—ฒ๐—น๐—น๐—ถ๐—ด๐—ฒ๐—ป๐—ฐ๐—ฒ ๐—ฃ๐—ฟ๐—ผ๐—ท๐—ฒ๐—ฐ๐˜ ๐—Ÿ๐—ถ๐˜€๐˜ ๐˜„๐—ถ๐˜๐—ต ๐—ฐ๐—ผ๐—ฑ๐—ฒ 495 Research Articles and Reports 424 Python 399 Literature and Media 384 ็ฝ‘็ปœๆœๅŠก 368 Data Versioning for Machine Learning 361 Awesome Resources 356 Paper implementations 341 ๅŽ็ซฏๅผ€ๅ‘ๆก†ๆžถๅŠ้กน็›ฎ 319 ๅ…ถไป–_ๆœบๅ™จ่ง†่ง‰ 315 Tools 297