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

Data analysis

Data analysis is a process of inspecting, cleansing, transforming, and modeling data with the goal of discovering useful information, informing conclusions, and supporting decision-making.

https://github.com/rajnish93/jpandas

A lightweight JavaScript library for working with tabular data, inspired by Pandas in Python. Built with TypeScript, it provides an intuitive API for data manipulation and analysis.

data-analysis data-analytics data-manipulation data-science dataframe javascript pandas stream-processing table typescript

Last synced: 11 Jun 2025

https://github.com/saidsef/ff18

A complete catalog of all the players in Fifa 2018 and their complete statistics

data-analysis data-visualization fifa18 machine-learning machine-learning-algorithms world-cup-2018 world-cup-ranking

Last synced: 29 May 2026

https://github.com/rakumar99/power-bi-projects

This repository contains various power bi projects and dashboards of Humaan Resources , Financial Analysis using Power BI Desktop.

dashboards data-analysis data-visualization databases datacleaning datamodeling etl powerbi powerquery reports

Last synced: 04 Jun 2026

https://github.com/alrza2003/alrza2003.github.io

This repository contains the source files for my personal portfolio website. It highlights my background as a data analyst and radiology student, and showcases real-world projects, tools I use, and ways to connect with me. The site is based on a pre-built template that I customized to reflect my profile and experience.

data data-analysis data-visualization portfolio portfolio-website python

Last synced: 30 Apr 2026

https://github.com/neerajcodes888/whatsapp-chat-analyzer

A Python tool for effortless analysis of WhatsApp conversations. Gain insights with basic statistics, word cloud visualizations, and URL statistics. Powered by pandas, urlextract, wordcloud, seaborn, and Streamlit. 📊📱

analyzer chat data-analysis data-visualization pandas python3 seaborn urlextract whatsapp wordcloud

Last synced: 12 Apr 2026

https://github.com/adagio/ivoox_episodes

iVoox Episodes: Scraping & Analysis

beautifulsoup4 data-analysis ivoox pandas python python3 scraping

Last synced: 20 Apr 2026

https://github.com/carterlasalle/sportsarbfinder

Sports Betting Arbitrage Finder: Python tool for identifying profitable arbitrage opportunities across bookmakers. Features multi-region support, customizable profit margins, interactive calculator, and web interface. Uses real-time odds data from The Odds API. Ideal for betting enthusiasts, analysts, and educational purposes.

arbitrage-betting betting-strategy data-analysis finance gambling odds-api python sports-analytics sports-betting

Last synced: 31 Mar 2025

https://github.com/hetuvpatel/research-chatgpt

Research and data analysis project evaluating the social, ethical, and educational impacts of ChatGPT using survey-driven insights and Python-powered data analysis. 📚🤖

data-analysis matplotlib pandas python seaborn

Last synced: 01 May 2026

https://github.com/yonatanadam/film-success-prediction

Analyzing Hollywood movie success based on genre, target audience, and runtime using machine learning

data-analysis ipynb machine-learning

Last synced: 25 Jan 2026

https://github.com/scarblase/salary-comparison

Submission for the DataCamp Salary Competition(1 level). 🏆

data data-analysis data-science data-visualization engineering python sql structured-data

Last synced: 01 May 2026

https://github.com/kentlouisetonino/sw-project-data-analysis

My project for AMA MATH 6200 course.

data-analysis python school-project

Last synced: 28 Feb 2025

https://github.com/aritrakar/statpy

A simple package containing some functions for analysing Gaussian and Binomial distributions. Created for the Udacity AWS MLE Foundations 2021 course.

data-analysis python statistics

Last synced: 24 Oct 2025

https://github.com/ahammadshawki8/playing-with-pandas

🐼 Pandas is one of my favourite library in python. It is well-known for "Analyzing" data. Learn basics and beyond the basics of Pandas from this repository. 🤍🖤

beginner-friendly data-analysis favourite-library pandas python

Last synced: 17 Apr 2026

https://github.com/riddhis2226/titanic-survival-data-analysis

Titanic-Survival-Data-Analysis : Analyze passenger data from the Titanic to predict survival based on features like age, gender, class, and fare.

data-analysis data-mining data-science data-visualization database jupyter-notebook machine-learning-models machinelearning-python plotlyjs python3

Last synced: 01 May 2026

https://github.com/noodleslove/house-of-representative-analysis-i

This project uses public data about the stock trades made by members of the US House of Representatives.

data-analysis data-science eda kaggle-dataset matplotlib-pyplot pandas python stocks-trading

Last synced: 18 Apr 2026

https://github.com/com-480-data-visualization/project-2023-choo-choo-data-darlings

This repository contains the source code for our data visualization project, an interactive platform designed to explore the intricate Swiss transportation network. Developed by the Choo Choo Data Darlings team at EPFL, the project provides an in-depth view into the vast array of Swiss transportation operations, including trains, buses, and trams.

boats buses data-analysis data-science data-visualisation data-visualization epfl metro public-transport public-transportation switzerland trains trams

Last synced: 01 May 2026

https://github.com/thomascenni/anfavea-data-analysis

Data analysis with Pandas and Datapane.

data-analysis datapane pandas

Last synced: 06 May 2026

https://github.com/equicirco/cirquant

Code and data delivering for quantifying circularity through open data and digital innovation.

circular-economy data-analysis database julialang official-statistics

Last synced: 13 Jan 2026

https://github.com/jatin-mehra119/bike-rentals-dataset

This repository focuses on optimizing bike rental availability during peak hours and days using machine learning techniques. Leveraging publicly available data from the UCI Machine Learning Repository, it includes scripts for data preprocessing, model training, and visualization, along with detailed observations and results.

data-analysis data-science ensemble-model pandas scikitlearn-machine-learning

Last synced: 15 Apr 2026

https://github.com/randomshek/Working-With-Excel

Using Excel Power Query and PowerPivot, reorganise the data into a star schema and showcasing reports that can be created by data analysts using DAX formulae and PowerPivot

data-analysis excel power-pivot power-query

Last synced: 20 Jul 2025

https://github.com/mafda/seattle_airbnb_data_analysis

This repository contains a comprehensive analysis of the Seattle Airbnb dataset, conducted using the CRISP-DM (Cross Industry Standard Process for Data Mining) methodology.

crisp-dm data-analysis data-science jupyter-notebook pandas-python seattle-data

Last synced: 29 May 2026

https://github.com/zen204/airbnb-availability

A machine learning model that predicts Airbnb listing availability, utilizing feature engineering and supervised learning techniques to improve guest experience and optimize host management.

binary-classification data-analysis data-preprocessing data-visualization feature-engineering machine-learning matplotlib model-evaluation nlp pandas predictive-modeling python scikit-learn seaborn supervised-learning

Last synced: 21 Jan 2026

https://github.com/hayatiyrtgl/data_analysis_project

Financial data analysis: preprocess, visualize, calculate technical indicators.

data-analysis data-analysis-python data-science dataframe numpy pandas python python3 stock-price-prediction talib trade-analysis

Last synced: 04 Apr 2026

https://github.com/soumya-thoutam/revenue-and-demand-forecasting-analysis

End-to-end data analysis project with SQL and Power BI for revenue and demand forecasting in bike-sharing.

data-analysis data-visualization powerbi sql sql-server

Last synced: 16 Mar 2025

https://github.com/gaurav-van/house_price_predictor_streamlit_web_app

Data Science Project to Predict House Prices in Bangalore using the concept of Regression. This Repository is used for Deployment of the Project

data-analysis data-science exploratory-data-analysis machine-learning prediction python regression streamlit

Last synced: 02 May 2026

https://github.com/msthamizh/phonepe-pulse-data-visualization-and-exploration

Developing a Streamlit application that allows users to explore and analyze transaction data from the PhonePe Pulse dataset. The project aims to provide insights into digital payment trends across India.

data-analysis data-visualization dataframe mysql pandas plotly python streamlit

Last synced: 02 May 2026

https://github.com/gustavo-zamai/product_return_data_analysis

Analysis returns products of differents stores

data-analysis excel pandas plotly-express python3 pywin32

Last synced: 13 May 2026

https://github.com/hebaqaisar/movie-recommender-system

AI Recommender System - Recommends you similar movies based on Directors, Tags, Name, Type, Actors, Genre etc

artificial-intelligence data-analysis data-mining data-science jupyter-notebook machine-learning machine-learning-algorithms ml movies-rate pycharm python

Last synced: 17 Apr 2026

https://github.com/sandergi/designbuildfly

Useful tools made for Design Build Fly at UW, hosted on Glitch so teammates can easily access. Check out our optimization tools here: https://github.com/JPaonaskar/DBF-Optimization

data-analysis inav-blackbox webapp

Last synced: 01 Apr 2025

https://github.com/akankshaaa013/30-day-machine-learning-deep-learning

To practically Learn, Explore, and Share my Insights on the Libraries and Tools that power Machine Learning.

data-analysis machine-learning python

Last synced: 15 Mar 2025

https://github.com/harshmule1/school-data-analysis-

School Data Analysis Using SQL

data-analysis mssql sql

Last synced: 04 Apr 2026

https://github.com/sandk21/detection_faux_billets

Algorithme de détection de faux billets selon leurs dimensions géométriques et application web pour générer les prédictions

data-analysis data-science data-visualization machine-learning pandas python scipy sklearn streamlit

Last synced: 03 Apr 2026

https://github.com/cs-joy/pandasv2.0.3

learn data analysis with pandas

data-analysis pandas pandas-learning

Last synced: 03 May 2026

https://github.com/rahul-404/full_stack_data_science_with_generative_ai

Welcome to the repository for the course "Full Stack Data Science with Generative AI". This repository is designed to accompany the course and provide resources, exercises, and projects related to the study of data science and generative AI techniques.

data-analysis data-science data-visualization database deep-learning exploratory-data-analysis feature-engineering generative-ai machine-learning nlp python statistics

Last synced: 12 Apr 2026

https://github.com/manikantasanjay/time_series_data_analysis_on_stocks

Time Series Data Analysis project on Daily Stock Prices of the following companies(Apple, Microsoft, Google, Amazon) for a span of 5 years.

data-analysis pandas stock time-series time-series-analysis

Last synced: 03 May 2026

https://github.com/theairbend3r/mice-memory-response

Effect of memory on current response in mice using methods from computational neuroscience and machine learning.

computational-neuroscience data-analysis data-science machine-learning neuroscience python

Last synced: 09 Jun 2026

https://github.com/kamanhang/sqldatawarehousedataengineeringproject

This project delivers a modern data warehouse which focuses on building clean, organized data pipeline which covers important aspects such as ETL Pipeline Development, Data Cleaning, Data Modelling and Data Analytics

customer-analytics data-analysis data-cleaning data-engineering data-modeling data-pipeline data-visualization datascience etl-pipeline postgresql powerbi powerbidashboard sales-analysis sql

Last synced: 10 Oct 2025

https://github.com/moindalvs/learn_eda_house_price_dataset

Data Set: House Prices: Advanced Regression Techniques Exploratory Data Analysis on more than 80 features

cardinality data-analysis data-science data-structures data-visualization missing-values

Last synced: 10 Oct 2025

https://github.com/0xjeremy/me-18-final

Data collection and Analysis tools for IMUs

data-analysis imu raspberry-pi

Last synced: 03 May 2026

https://github.com/vidhi1290/zomato-data-analysis

Zomato Data Analysis - Explore the world of Zomato restaurant data through Python and data analysis. Uncover trends and insights using Pandas for data manipulation and Matplotlib for visualization. Join us in this journey to reveal the hidden stories within the data!

data-analysis data-analysis-python data-science data-visualization dataprocessing machine-learning machine-learning-algorithms matplotlib numpy pandas python scikit-learn zomato-data-analysis

Last synced: 11 Apr 2026

https://github.com/cyberoctane29/unicorn-companies-analysis

This project explores unicorn companies, private startups valued at over $1 billion, using Python for data analysis. It covers industry trends, geographic distribution, and investment patterns through EDA, including data cleaning, handling missing values, datetime transformations, and visualizations to uncover key insights.

data-analysis eda numpy pandas python

Last synced: 02 May 2026

https://github.com/carmoreno/analisisaccidentalidadbogota

Data Analysis about traffic accidents at Bogotá, Colombia.

data-analysis data-science jupyer-notebook matplotlib numpy pandas scikit-learn

Last synced: 17 Apr 2026

https://github.com/sadia-khan13/supervised_machine_learning

This repository is meant to document my hands-on experience with supervised learning algorithms and techniques. It includes a variety of exercises, and experiments using different types of data and tools. Each file represents a step forward in building my machine learning skills.

data-analysis data-science jupyter-notebook machine-learning machine-learning-algorithms python sciket-learn supervised-machine-learning

Last synced: 06 Mar 2026

https://github.com/snehilk1312/data_science

This Repository contains the Data Science things I have done in recent times along with visualization , cleaning , models, statistics, Courses, Datasets. :=)

data-analysis data-science glove natural-language-processing nlp nltk statistics word2vec

Last synced: 02 Apr 2026

https://github.com/mg380/ibm-applied-data-science-capstone

This Capstone is the 10th (final) course in IBM Data Science Professional Certificate specialization, and it actually summarises in the form of project all materials that have been learned during this specialization

capstone data data-analysis data-science datascience ibm machine-learning plotly python scikit-learn sql

Last synced: 05 Mar 2026

https://github.com/cworld1/novel-analysis

A simple project for analyzing Chinese novels

data-analysis novel

Last synced: 17 Mar 2025

https://github.com/wewoc/garmin_local_archive

Secure, local-first archive for Garmin Connect health data (HRV, sleep, activities). Private & offline. Structured for local analysis (Excel, HTML-Dashboard, Ollama, Open WebUI, AnythingLLM). Your data stays on your machine.

backup dashboard data-analysis fitness-tracker garmin garmin-connect ollama open-webui privacy privacy-enhancing-technologies privacy-first privacy-focused python self-hosted

Last synced: 16 Apr 2026

https://github.com/sing-group/bew

Public repository for Biofilmfs Experiment Workbench (BEW).

aibench data-analysis data-management java jfreechart workbench

Last synced: 03 Jul 2025

https://github.com/ndohvich/ibm-data-science-professional-certificate

Kickstart your career in data science & ML. Build data science skills, learn Python & SQL, analyze & visualize data, build machine learning models. No degree or prior experience required.

coursera dash data-analysis data-science html5 ibm ibm-professional-certificate javascript machine-learnng python sql

Last synced: 16 Nov 2025

https://github.com/oguzgn/fully-automated-performance-marketing-dashboard

This project integrates data from multiple ad platforms with Google Analytics to track marketing campaigns. It uses a structured naming system and UTM tags. Data is visualized in Looker Studio dashboards to analyze campaign performance and ad spend.

bigquery data-analysis data-engineering data-modeling marketing-analytics marketing-automation marketing-data-science marketingdata sql

Last synced: 24 Mar 2025

https://github.com/mayankyadav23/air-bnb-data-analysis

Data analysis and insights from NYC Airbnb listings, focusing on key metrics such as host performance, neighborhood trends, pricing, and customer reviews. Comprehensive documentation of ETL processes and analytical methodologies is provided. Perfect for understanding Airbnb dynamics and decision-making in the NYC market.

advanced-excel business-intelligence data-analysis data-analytics data-visualization power-bi ppt

Last synced: 19 Mar 2026

https://github.com/famarks/grafarg

Grafarg is an interactive data analytics and graphical data visualization application. Grafarg being a progressive fork of Grafana 7.5.17 continues to be available under open source Apache 2.0 License

analytics charts data data-analysis data-science data-visualization grafana grafarg graph

Last synced: 19 Jan 2026

https://github.com/anthonybench/datapeek

Peek summary of datafile in a succinct, opinionated manner.

cli data data-analysis

Last synced: 02 Mar 2026

https://github.com/denisecase/nlp-03-text-exploration

Exploratory analysis of text corpora using tokenization, frequency, co-occurrence, and bigrams to reveal structure in text.

bigrams co-occurence corpus-analysis data-analysis nlp python text-analysis text-exploration tokenization

Last synced: 02 Jun 2026

https://github.com/shuddha2021/stellar-candidate-selector

A sophisticated candidate selection algorithm leveraging multi-criteria analysis and machine learning to identify top software engineering candidates. This tool features flexible filtering, score adjustment, and detailed visualizations to streamline the recruitment process.

candidate-selection data-analysis data-visualization machine-learning pandas plotting-in-python python python-data-analysis recruitment scikit-learn

Last synced: 05 May 2026

https://github.com/rakumar99/jp-morgan-chase-virtual-internship

This repository contains the various tasks assigned by JPMorgan Chase & Co. Virtual Internship on Microsoft Excel

conditional-formatting dashboard data-analysis data-visualization hlookup pivot-tables presentation vba-macros vlookup

Last synced: 02 Mar 2026

https://github.com/strampelligiovanni/straklip

An HST pipeline for reducing wide-field imaging observations not specifically designed for High Contrast Imaging analysis. Published in Strampelli et al. 2022.

binaries data-analysis data-reduction direct-imaging exoplanets high-contrast-imaging hst wide-field-surveys

Last synced: 12 Oct 2025

https://github.com/kiranmayi5/python-projects

A collection of Python projects showcasing skills in data analysis and visualization.

data-analysis data-visualization machine-learning nlp python

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/foggy-projects/foggy-data-mcp-bridge

MCP Data Bridge for Java. Enabling safe Text-to-Query via a semantic layer, making enterprise data accessible to AI Agents.

agent data-analysis java llm mcp semantic-layer spring-boot text-to-sql

Last synced: 16 Mar 2026

https://github.com/harshmule1/store-sales-analysis

Sales Analysis Using Power Bi

data-analysis powerbi

Last synced: 19 Mar 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/scarblase/homeless-animals-analysis

A data-driven exploration of homeless animal statistics 🐶🐱. 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/ivanildobarauna-dev/currency-quote

Complete solution for extracting currency pair quotes data with comprehensive testing, parameter validation, flexible configuration management, Hexagonal Architecture, CI/CD pipelines, code quality tools, and detailed documentation.

data-analysis data-analytics data-engineering library pypi-packages python

Last synced: 27 Oct 2025

https://github.com/jmssnr/shuffle-kit

shuffle-kit: model and analyze playing card shuffles in Python

data-analysis playing-cards python shuffle statistics

Last synced: 19 Jun 2026

https://github.com/mgobeaalcoba/matplotlib_y_seaborn

Aquí dejaré trabajos de visualización realizados con ambas librerías de Python.

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

Last synced: 13 Apr 2026

https://github.com/kirkalyn13/open-signal-report-generator

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: 19 Jun 2026

https://github.com/emredurukn/data-analysis

Example notebooks for analyzing data

data-analysis data-visualization python

Last synced: 12 May 2026

https://github.com/ayobami6/tweet-data-analysis

WeRateDogs Tweets Scrape using twitter Api

data-analysis data-science twitter webscraping

Last synced: 31 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/cano1998/eda-survival-of-the-titanic

This project focuses on Exploratory Data Analysis (EDA) to identify the key determinants that influenced survival during the infamous Titanic accident.

data-analysis data-cleaning data-preprocessing data-visualization exploratory-data-analysis jupyter-notebook titanic-survival-exploration

Last synced: 21 Jun 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/luminati-io/Airbnb-dataset-samples

A sample dataset of over 1000 Airbnb listings, extracted using the Bright Data API, ideal for competitor tracking, brand reputation, and market analysis.

airbnb airbnb-listings api data-analysis datasets web-scraper web-scraper-api web-scraping

Last synced: 09 Apr 2025

https://github.com/garcane/british-airways-analysis

This project focuses on analyzing and visualising travel data from British Airways using Tableau. The goal is to extract insights and present them in an interactive and visually appealing manner.

data data-analysis data-visualization tableau

Last synced: 19 Mar 2026

https://github.com/leosimoes/udacity-starbucks

Project 3 of the Udacity Machine Learning Engineer Nanodegree Program. Data analysis and machine learning application to Starbukcs data.

aws-iam aws-s3 aws-sagemaker data-analysis data-science machine-learning python

Last synced: 24 Mar 2025

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/daniel1kp/openrtb-dashboard

This is a demo project designed to illustrate using Rill to analyze programmatic bid logs using the canonical open RTB framework.

data-analysis openrtb real-time-bidding rill

Last synced: 19 Mar 2026

https://github.com/sivas-2/food-demand

This project aims to predict food demand based on historical data, leveraging various statistical methods to achieve accurate forecasts.

data-analysis data-science dataanalysis food-demand-forecasting statistics

Last synced: 12 Aug 2025

https://github.com/bassamn/titanic-data-analysis

Exploratory data analysis (EDA) of the Titanic dataset using Python. Analyzed survival patterns by age, gender, and class with visualizations (seaborn/matplotlib). Non-ML focus—highlighting insights with statistics and plots.

data-analysis eda pandas python seaborn titanic visualization

Last synced: 08 May 2026

https://github.com/saeun-park/lg-aimers-4th

MQL 데이터 기반 B2B 영업기회 창출 예측 모델 개발

b2b data-analysis data-science machine-learning mql

Last synced: 08 Apr 2025

Data analysis Awesome Lists
awesome-R 486 Awesome-Geospatial 1,525 awesome-python-data-science 382 awesome-TS-anomaly-detection 55 awesome-business-intelligence 231 yt-channels-DS-AI-ML-CS 195 awesome-data-analysis 936 data-science-with-ruby 101 awesome-data-agents 155 machine-learning-resources 56 Data-Science 71 awesome-scientific-python 131 awesome-python-machine-learning-resources 1,884 awesome-data-science-resources 167 awesome-qlik 32 awesome-ethereum-analytics 45 awesome-data-journalism 195 awesome-saas 90 Environmental-Data-Science 51 Road2R 274 awesome-web3 67 SORTED 95 awesome-data-science 83 fucking-awesome-R 378 awesome-data-analytics 77 free-data-analysis-resources 71
Data analysis Categories
Uncategorized 409 Table of Contents 378 R 246 Machine Learning 243 Reading corner 196 文本数据和NLP 190 Python 178 📑 Paper List 160 Rust 141 数据可视化 133 Books 132 机器学习框架 128 图像数据与CV 115 Podcasts 110 模型的可解释性 104 ⚡ Productivity 101 超参数优化和AutoML 100 🧠 AI Applications & Platforms 96 Tutorials 94 JavaScript 91