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

Data visualization

Data visualization is the visual depiction of data through the use of graphs, plots, and informational graphics. Its practitioners use statistics and data science to convey the meaning behind data in ethical and accurate ways.

https://github.com/chanmeng666/mnist-handwritten-digit-recognition-project

【Sprinkle some star dust on this repo! ⭐️ It's good karma!】A comprehensive implementation and analysis of handwritten digit recognition using multiple neural network architectures on the MNIST dataset. Features basic MLP, optimized feature-selected model, and deep CNN approaches with detailed performance comparisons and visualizations.

cnn computer-vision data-analysis data-visualization deep-learning feature-analysis handwritten-digit-recognition keras machine-learning mlp mnist model-optimization neural-networks python scikit-learn tensorflow

Last synced: 02 Apr 2026

https://github.com/rahul-vinay/devsalaryinsights

An interactive Streamlit app that uses machine learning to predict software developer salaries based on education, experience, and country. Visualize global salary data from the Stack Overflow Developer Survey through dynamic charts and insights.

data-visualization exploratory-data-analysis interactive-dashboard machine-learning python salary-prediction stack-overflow streamlit

Last synced: 14 Feb 2026

https://github.com/lijesh010/roadaccidentanalysisproject

This data analysis project was completed using MS Excel, and includes the creation of a dashboard.

data data-analytics data-exploration data-visualization msexcel

Last synced: 15 Feb 2026

https://github.com/mayankyadav23/accenture-north-america

Explore my experience in the Accenture North America Data Analytics and Visualization Job Simulation! 🌟 I analyzed datasets for a social media client, uncovering insights and creating visual presentations to drive strategic decisions. Join me in discovering the power of data analytics! 📊

accenture data-analytics data-visualization excel forage ppt

Last synced: 15 Feb 2026

https://github.com/chandrashekhar-01/globalterrorism-analysis

A data mining and analytics project on the Global Terrorism Database (Kaggle) that explores worldwide terrorism trends through Python-based data visualization and statistical analysis.

data-analysis data-mining data-visualization exploratory-data-analysis

Last synced: 28 Feb 2026

https://github.com/swethajoseph/sales-eda-project

Performed an advanced Excel-based exploratory data analysis (EDA) of an E-Commerce sales dataset to create an interactive dashboard for uncovering key business insights.

advancedexcel data-analysis data-visualization datacleaning dataformatting exploratory-data-analysis msexcel pivot-tables

Last synced: 19 Mar 2026

https://github.com/devoloper-1/k-means-visualizer

Interactive K-Means clustering brought to life with animations, dynamic centroid splitting, and vibrant visuals. Learn and explore clustering like never before!

amcharts bootstrap5 css data-visualization html5 javascipt javascript k-means-clustering

Last synced: 16 Apr 2026

https://github.com/praveendinesha/pizza-sales-report

Explore pizza sales trends via SQL analysis and dynamic Power BI dashboards. Discover daily/monthly insights, category-based sales, and top-selling pizzas by revenue and quantity.

business-intelligence dashboard-navigation dashboard-reporting data-analysis-strategies data-visualization food-industry-insights power-bi-visualizations revenue-analytics sales-analytics sales-queries sales-trends-analysis sql-analytics top-selling-items visual-data-analysis

Last synced: 19 Mar 2026

https://github.com/albertofaraujo/pbi_financeiro

Dashboard Financeiro para otimização de fluxo de caixa e visão abrangente de Receitas e despesas de uma empresa de logística.

data-visualization dax-studio power-query powerbi

Last synced: 19 Mar 2026

https://github.com/tejas-130704/dataanalysis-hr-manager

Presence Insights of Employees This project provides insightful data analysis on employee attendance and presence, including work-from-home (WFH) data, sick leave records, and presence excluding holidays. The analysis spans a three-month period and is visualized using Power BI to help HR managers understand trends and optimize workflow.

dashboard data-analysis data-visualization hr-manager power-bi

Last synced: 01 Mar 2026

https://github.com/mehnaz2004/data-cleaning-casestudy

This repository demonstrates data cleaning with a layoffs dataset. It covers handling missing values, detecting outliers, and encoding categorical data, using visualizations like boxplots and distplots to enhance data quality. Check out the code to see these techniques in action.

categorical-data-encoding data-cleaning data-integrity data-visualization missing-value-handling outlier-detection-and-removal pandas seaborn sklearn

Last synced: 01 Mar 2026

https://github.com/izhaoqing/fide

可视化大屏低代码平台

data-visualization

Last synced: 20 Mar 2026

https://github.com/badranalyst/airbnb-listings-data-visualization-insights-into-pricing-and-popularity

This project visualizes Airbnb listings data, focusing on price by zip code, average price per bedroom, annual revenue, and distinct bedroom listings. Interactive charts reveal trends and patterns, providing valuable insights for hosts and travelers to understand market dynamics.

dashboard data-visualization dataset tableau tableau-dashboards tableau-desktop tableau-public

Last synced: 01 Mar 2026

https://github.com/collectivecloudperu/visualizar-datos-google-looker-studio

Como Visualizar Tus Datos Con Google Looker Studio (Ex Google Data Studio)

ciencia-de-datos data-science data-visualization

Last synced: 20 Mar 2026

https://github.com/lgibson7/unemployment-in-stem

Final Project for STAT 650 Advanced R, Cal State East Bay Fall 2022

data-visualization exploratory-data-analysis statistics tidyverse

Last synced: 20 Mar 2026

https://github.com/5hraddha/sda-megaline-the-best-plan

Megaline is a telecom operator and it offers its clients two prepaid plans, Surf and Ultimate. The commercial department wants to know which of the plans brings in more revenue in order to adjust the advertising budget.

data-visualization hypothesis-testing matplotlib numpy pandas scipy seaborn statistical-data-analysis

Last synced: 16 Apr 2026

https://github.com/ankitrai259/pwc-switzerland-power-bi-job-simulation-

PwC Switzerland Power BI Job Simulation on Forage

analytics data-visualization powerbidashboard

Last synced: 02 Mar 2026

https://github.com/qc20/emojiadventure

EmojiAdventure: An interactive digital art experience that generates a dynamic, ever-changing landscape of emojis using Perlin noise algorithms. Explore a vibrant world where emojis come to life through mouse interaction and creative coding techniques.

algorithmic-art creative-coding data-visualization digital-art emoji font-art generative-art interaction-design interactive-art interactive-graphics interactive-visualizations javascript mouse-interaction p5js perlin-noise ux-design web-animation web-art web-art-is-great-art web-fonts

Last synced: 21 Mar 2026

https://github.com/dianoaf29/little-lemon-database-capstone-project-meta-database-engineer

This capstone project completed as part of the Meta Database Engineer Specialization on Coursera (https://www.coursera.org/professional-certificates/meta-database-engineer)

capstone-project coursera-specialization data-modeling data-visualization database jupyter-notebook meta-database-engineering mysql mysql-database mysql-python-connector mysql-server python sql tableu

Last synced: 16 Apr 2026

https://github.com/badranalyst/covid-deaths-dashboard-with-tableau

This project showcases an interactive dashboard developed in Tableau to visualize COVID-19 deaths data. It provides insights into trends, geographical distributions, and key metrics related to mortality during the pandemic. The dashboard aims to enhance understanding of the data, supporting public health analysis and decision-making.

covid-19 dashboard data data-analysis data-visualization dataset tableau tableau-dashboards visualization

Last synced: 02 Mar 2026

https://github.com/hanifheinrich/janji-jiwa-sales-dashboard

Dashboard Penjualan Janji Jiwa menggunakan Pentaho dan Power BI

data-visualization pentaho-data-integration powerbi

Last synced: 02 Mar 2026

https://github.com/madhuresh2011/sales-analysis-dashboard-using-power-bi

This project demonstrates the use of Power BI’s advanced analytics capabilities to transform raw data into actionable insights, helping organizations make data-driven decisions to optimize their sales strategies.

analysis dashboards data-insights data-visualization excel-data-import power-bi power-query presentation

Last synced: 02 Mar 2026

https://github.com/imtiaz-emu/mediandata

Connect remote database or upload CSV files to get proper insight from your data using charts and graphs.

data-visualization django django-admin jquery postgresql

Last synced: 16 Apr 2026

https://github.com/artdelpi/powerbi-pokemon-dashboard

Dashboard interativo de Pokémon usando Power BI e Python com dados extraídos da PokéAPI.

data-visualization pokemon pokemon-api powerbi

Last synced: 02 Jun 2026

https://github.com/jofaval/melbourne-housing

Data Analysis of the Housing Market in Melbourne, Australia in 2016-2017

data-analysis data-science data-visualization deep-learning google-colab kaggle machine-learning melbourne python xgboost

Last synced: 16 Apr 2026

https://github.com/dpb44/superstore-business-performance-analysis

Interactive Dashboard & Performance Report Highlighting Key Insights and Strategic Recommendations

business-analytics dashboard data-visualization dataanalytics excel superstore-data-analysis

Last synced: 04 Mar 2026

https://github.com/jillmpla/kaggle_notebooks

Kaggle-based data analysis, data science, and data visualization.

data data-science data-visualization kaggle machine-learning

Last synced: 16 Apr 2026

https://github.com/samuelson777/titanic-dataset-analysis

Exploratory data analysis of the Titanic dataset, uncovering insights on passenger survival rates based on gender, age, and class. Includes data cleaning, visualization, and findings.

data-analysis data-visualization exploratory-data-analysis kaggle machine-learning matplotlib pandas python seaborn titanic-dataset

Last synced: 16 Apr 2026

https://github.com/jay6430/python-for-data-science

This Repository includes all the Python concepts that are necessary for Data science.

csv data-visualization datascience-machinelearning html-css ipynb-jupyter-notebook matplotlib numpy pandas python3 xml

Last synced: 04 Mar 2026

https://github.com/jigyasag18/power-bi-dashboard-project

The Ecommerce Sales Analysis Dashboard project utilizes Power BI to provide detailed insights into ecommerce sales data, enabling stakeholders to track key performance metrics and uncover trends. This interactive dashboard allows users to explore the data in real-time, offering features such as drill-down capabilities, customizable filters.

dashboard data data-visualization datacleaning datanalysis datanalytics datapreprocessing powerbi visulaization

Last synced: 04 Mar 2026

https://github.com/vaxdata22/salifort-motors-and-waze-churn

Employee retention predictive model development for Salifort Motors and Waze. This is a terminal project I did to earn the Google Advanced Data Analytics Professional Certificate.

data-analytics data-visualization model-development predictive-analytics python statistical-analysis

Last synced: 16 Apr 2026

https://github.com/anjalikumari021/ecommerce_sales_dashboard_using_powerbi

Developed an insightful Ecommerce Sales dashboard using Power BI to provide insights.

charts dashboard data-cleaning data-visualization powerbi

Last synced: 05 Mar 2026

https://github.com/jigyasag18/amazon-prime-power-bi-dashboard

The Amazon Prime Power BI Project is a centralized data storage system containing detailed information on movies and TV shows available on Amazon Prime Video, including metadata and analytics insights. It supports data-driven decision-making for content acquisition and viewer engagement strategies. This repo is optimized for querying & analysis.

dashboard data data-visualization dataanalysis dataanalytics datacleaning dataset powerbi powerbi-dashboards powerbi-report powerbi-visuals powerbidashboard

Last synced: 05 Mar 2026

https://github.com/vasugi2003/customer_churn_analysis_using_tableau

Customer Churn Analysis - To identify various reasons for customer to discontinue a company services.

business-analytics business-intelligence charts csv data-science data-visualization dataanalytics predictive-modeling preprocessing tableau

Last synced: 05 Mar 2026

https://github.com/shashwat9kumar/us-accidents-data-analysis

Analysis of the US accidents using the US-Accidents dataset (4.2 million entries) from Kaggle

accidents accidents-analysis data-analysis data-analytics data-visualisation data-visualization matplotlib numpy pandas python

Last synced: 17 Apr 2026

https://github.com/amafjarkasi/nwjs-dashboard-template

🚀 Professional NW.js Desktop Dashboard Template - React 18 + TypeScript + Vite with Ant Design UI, dark/light themes, data visualization, CRUD operations, and cross-platform builds. Production-ready foundation for modern desktop applications.

ant-design cross-platform crud dark-mode dashboard data-visualization desktop-app dexie electron-alternative indexeddb modern-ui nwjs production-ready react recharts tailwindcss template typescript vite zustand

Last synced: 02 Apr 2026

https://github.com/vaishnavis03/finlatics_ml_program

This repository contains the .ipynb files for 3 datasets, along with a PPT for each. The datasets included are Facebook Marketplace Data, Sales Prediction Data, and Wine Quality data.

correlation data-analysis data-science data-visualization knn linear-regression machine-learning matplotlib numpy pandas random-forest-classifier scikit-learn

Last synced: 17 Apr 2026

https://github.com/ruajean/netflixmoviescraper

🎬 A powerful tool for gathering movie data and user reviews from FilmAffinity's Netflix category. This script scrapes movie details and iterates through user reviews, saving structured information to a CSV file for analysis. Ideal for insights into user sentiments and movie popularity on FilmAffinity.

data-analysis data-visualization dataset jupyter-notebook python scraping

Last synced: 17 Apr 2026

https://github.com/peterjakubowski/nyc-tree-census

Exploratory data analysis (EDA) with python of the 2015 New York City Street Tree Census dataset.

data-visualization exploratory-data-analysis geopandas matplotlib pandas python seaborn

Last synced: 17 Apr 2026

https://github.com/sanand0/datastories

Small data visualizations and stories, mostly vibe-coded

data-visualization

Last synced: 03 Apr 2026

https://github.com/humayun-raza-030/restaurant-recommendation-system

This project is a Restaurant Recommendation System that helps users find restaurants in Lahore based on their location, customer reviews, and ratings. The system scrapes restaurant data from Google Maps, analyzes user reviews for sentiment, and provides a visualization dashboard using Tableau.

data-analysis data-science data-visualization python

Last synced: 17 Apr 2026

https://github.com/alex-martineau/realisation_dashboard_veille_technique

Dashboard Streamlit de scoring crédit explicable + veille NLP comparative BERT vs MiniLM pour la classification de produits e-commerce.

api bert credit-scoring dashboard data-visualization ecommerce explainability flask heroku machine-learning minilm nlp sentence-transformers shap streamlit

Last synced: 17 Apr 2026

https://github.com/snacks02/wobbling-statistics

Audio equipment statistics using Squiglink data

audio data data-visualization headphones iems speakers squiglink statistics

Last synced: 17 Apr 2026

https://github.com/kgotsosm/fcc-data-analysis

Notebooks created for the Data Analysis Course on freeCodeCamp

data-analysis data-visualization matplotlib pandas seaborn

Last synced: 17 Apr 2026

https://github.com/noluyorabi/bravais-pearson-interactive

Bravais-Pearson Interactive – A web app for visualizing Pearson correlation. Generate datasets, analyze correlations, and explore regression lines, r², and p-values interactively.

data-visualization interactive-analysis matplotlib numpy pearson-correlation scipy seaborn statistics streamlit

Last synced: 17 Apr 2026

https://github.com/autumnchris/global-temp-chart

A D3.js heat map built in React.js that presents the monthly variance of the global temperature from the years 1753 to 2015.

babel css3 d3 d3-js d3js data-visualization freecodecamp heat-map heat-map-challenge heatmap javascript react reactjs sass scss webpack

Last synced: 04 Apr 2026

https://github.com/chaaalistaa/thelookecommerce---project

Analysis "TheLook" eCommerce with highlight goals such as identifying sales trends, understanding customer behaviors, enhancing customer retention, and driving repeat purchases.

big-data-analytics bigquery data-analytics data-visualization looker-studio sql

Last synced: 17 Apr 2026

https://github.com/prcharan592/social-media-sentiment-analysis

Social media sentiment analysis using tweets involves analyzing tweet data to determine public sentiment (positive, negative, or neutral) using natural language processing (NLP) and machine learning techniques.

data-visualization machine-learning matplotlib nlp nltk numpy pandas python3 sentiment-analysis spacy tweets

Last synced: 04 Apr 2026

https://github.com/yuvrajsaraogi/sales-prediction-using-python

Sales prediction involves estimating future product sales based on factors like advertising spend, target audience, and platform. Businesses rely on data scientists to forecast sales and optimize advertising costs. Machine learning in Python can be used for this task.

data data-analysis data-science data-visualization machine-learning matplotlib natural-language-processing numpy pandas prediction python sales-prediction-using-python sql

Last synced: 19 Apr 2026

https://github.com/vishal8shah/au-jobs

Interactive treemap of 358 Australian occupations — explore AI exposure, pay, skill level & shortage status across 14.4M workers. Inspired by karpathy/jobs.

ai anzsco australia data-visualization gemini jobs open-source treemap

Last synced: 04 Jun 2026

https://github.com/amal-prasad/healthcare-insights

Healthcare Insights based on a dataset provided of a particular Hospital.

css data-preprocessing data-visualization html ipynb-jupyter-notebook mysql python3 streamlit

Last synced: 04 Apr 2026

https://github.com/lintangwisesa/react-plotly.js

Data visualization 📊 on React ⚛ using Plotly.js 📶

data-visualization plotlyjs react

Last synced: 18 Apr 2026

https://github.com/leandrocollares/temperatures-in-victoria

Responsive line chart that shows maximum daily temperatures in Victoria, BC in June 2021

d3 data-visualization svelte

Last synced: 18 Apr 2026

https://github.com/faisaljanbaloch/global-digital-economy

Insights into how the digital economy and technology are contributing to global trade.

data-science data-visualization digital-economy global-economic-data-analysis r

Last synced: 18 Apr 2026

https://github.com/deliprofesor/game-search-volume-prediction-machine-learning-models-and-forecasting

This repository uses machine learning models like Random Forest, XGBoost, LightGBM, and time-series forecasting with Prophet to predict game search volumes. Additionally, Grid Search is applied for hyperparameter tuning of the LightGBM model.

data-cleaning data-science data-visualization feature-selection forecasting-models game-search grid-search hyperparameter-tuning lightgbm machine-learning pandas prophet python random-forest scikit-learn time-series-analysis time-series-forecasting xgboost

Last synced: 18 Apr 2026

https://github.com/yashrajgithub/crop-recommendation

KrishiGyaan is a web app designed to help farmers make informed decisions on crop selection. By analyzing soil and environmental factors, the app provides personalized crop recommendations, enhancing agricultural productivity and promoting sustainable farming practices.

api artificial-intelligence crop-recommendation-system data-preprocessing data-visualization json machine-learning-algorithms pickle python random-forest-classifier scikit-learn streamlit supervised-learning train-test-split user-interface

Last synced: 05 Apr 2026

https://github.com/cicerolino/project-lab

Projeto da disciplina de Project Lab do curso de ciências da computação. Discipline project (Project Lab) of computer science course.

computer-science-project data-visualization docker-compose nextjs postgresql-database prisma-orm reactjs vercel-deployment

Last synced: 05 Apr 2026

https://github.com/zh4men9/reposynergy

RepoSynergy - 一款强大的 GitHub & Gitee 仓库管理工具，支持双向同步、数据分析和高效管理。基于 Electron + Vue + FastAPI 构建，提供跨平台支持和离线功能。

cross-platform data-visualization desktop-app electron fastapi gitee-api github-api python repository-management sync-tool typescript vue

Last synced: 05 Apr 2026

https://github.com/faraazarsath/guvi-task-4

This repository contains Python scripts for assessing and categorizing student performance data from two CSV files. The tasks include categorizing students based on their CodeKata scores.

data-visualization matplotlib numpy pandas

Last synced: 18 Apr 2026

https://github.com/kwokhing/visualizing-datasets-with-facets

Demo on using Facets: An Open Source Visualization Tool for Machine Learning Training Data developed by Google's PAIR Initiative

anaconda data-analysis data-visualization facets jupyter-notebook missing-data open-source python skewness unbalanced-data visualisation visualization

Last synced: 18 Apr 2026

https://github.com/kezouke/grossing-films-dataviz

Project that extracts information about the highest-grossing films from Wikipedia, stores it in a database, and presents it through an interactive, modern web page hosted on GitHub Pages

data-visualization data-wrangling json sqlite wikipedia

Last synced: 18 Apr 2026

https://github.com/sawickibartosz/facebook_message_analysis

Aplikacja Shiny prezentująca dane o wiadomościach z Messengera Facebooka.

data-visualization facebook ggplot2 python shiny shinyapps

Last synced: 18 Apr 2026

https://github.com/dantasl/partenon

Breve análise da base de dados publicada pelo Tribunal Superior Eleitoral sobre os votos do primeiro turno das eleições presidenciais no Brasil, 2018.

analysis brazil data-visualization pandas presidential-elections

Last synced: 18 Apr 2026

https://github.com/xfengyin/signage-dashboard

Signage Dashboard - 前后端分离的数据可视化系统

dashboard data-visualization electron fullstack vue

Last synced: 04 Jun 2026

https://github.com/prakashjha1/loan-eligibility-prediction

This repository contains the codebase and resources for a machine learning-based project aimed at predicting loan eligibility for individuals. The project utilizes various algorithms and data preprocessing techniques to build predictive models that assess the likelihood of an applicant being eligible for a loan based on historical data.

data data-visualization exploratory-data-analysis loan-prediction-analysis machine-learning-algorithms naive-bayes-classification parameter-tuning python random-forest

Last synced: 19 Apr 2026

https://github.com/robinmillford/sales-metrics-dashboard-streamlit

This Streamlit dashboard provides an interactive and comprehensive analysis of customer behavior, regional sales trends, and revenue insights. The dashboard enables businesses to identify key performance metrics, customer segments, and revenue drivers, supporting data-driven decision-making.

dashboard data-analysis data-visualization duckdb sales-analysis sales-dashboard streamlit-dashboard

Last synced: 19 Apr 2026

https://github.com/vyjayanthipolapragada/data_analytics_medical_appointments

Analyzing the data set which consists of medical appointments to draw insights about patient's no-show scenarios

data-analysis data-analytics data-cleaning data-visualization data-wrangling jupyter-notebook matplotlib numpy pandas python seaborn

Last synced: 19 Apr 2026

https://github.com/akash-v7/telecom_customer_churn_prediction

A machine learning project to predict customer churn in the telecom industry using data analysis and classification models. The project includes data preprocessing, exploratory data analysis (EDA), model building, and insights to help telecom companies improve customer retention strategies.

data-analysis data-science data-visualization jupyter-notebook machine-learning predictive-modeling python

Last synced: 20 Apr 2026

https://github.com/samwhaaa/superfoodsmax

A customer demographic & spending trend analysis on the fictional SuperFoodsMax grocery chain

data-analysis data-analytics data-visualization jupyter jupyter-notebook python

Last synced: 20 Apr 2026

https://github.com/namratha2301/carprice_analysisandprediction

This project analyzes factors influencing vehicle prices using a dataset of various attributes, including Engine capacity, Power, Mileage, and Seating capacity.

data-analysis data-visualization exploratory-data-analysis machine-learning pandas predictive-modeling random-forest-classifier regression scikit-learn seaborn

Last synced: 20 Apr 2026

https://github.com/anjaliwork20/moodify

Mood-based music recommendation system that considers a user's emotional state to recommend songs, genres, artists and playlists using Machine learning

artificial-intelligence cnn-keras cnn-model convolutional-neural-networks data data-analysis data-science data-structures data-visualization database deep-learning machine-learning machine-learning-algorithms python recommended song songs

Last synced: 20 Apr 2026

https://github.com/tryomar/data-miner

DataMiner is an interactive web application for data mining and machine learning. It helps users upload, clean, transform, and analyze datasets while building predictive models — all through a simple and powerful Streamlit interface.

data-cleaning data-mining data-preprocessing data-science data-visualization interactive-dashboards pandas python scikit-learn streamlit

Last synced: 20 Apr 2026

https://github.com/chris-santiago/ferrum

Ferrum is a statistical visualization library for Python: a grammar-first charting system that unifies exploratory plots, statistical graphics, interactive views, and model diagnostics, backed by a Rust engine. Built in 10 days by one human and an agentic Claude framework.

altair data-visualization ggplot2 grammar-of-graphics machine-learning matplotlib plotly plotnine plotting python rust seaborn statistical-graphics

Last synced: 05 Jun 2026

https://github.com/heremaps/data-lens-javascript-examples

Self-contained JavaScript examples for HERE Data Lens.

data-lens data-visualization examples interactive js

Last synced: 21 Apr 2026

Data visualization Awesome Lists
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Data visualization Categories
The Data Science Toolbox 602 Uncategorized 527 Software packages 402 Literature and Media 384 Python 374 Table of Contents 298 UI Components 278 Tools 274 Learning Resources 211 Machine Learning 206 Data and models 205 Books 203 Plot layers 202 Training Resources 200 文本数据和NLP 190 Software list 189 Data Visualization 162 Deep Learning Framework 150 Other Awesome Lists 136 数据可视化 133