Ecosyste.ms: Awesome

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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/revogati/ecommerce_consumer_behaviour

This is a Full Data Analytics project From data cleaning, preparation, exploration, Interpretation of insights up to Presentation of findings and recommendations..

data-analysis data-exploration ecommerce jupyter-notebook python sql tableau-public visualization

Last synced: 07 Jan 2025

https://github.com/jethronap/asylumdataku_website

Mini website for reporting analysis of Asylum Data @ DIKU

data-analysis docsify nlp

Last synced: 06 Jan 2025

https://github.com/pitmonticone/covid-italy

References for COVID-19 situation in Italy.

coronavirus covid-19 covid-19-italy data data-analysis documentation testing

Last synced: 22 Jan 2025

https://github.com/elysian01/ml-eda-and-modelling-using-streamlit

Beautiful Web interface made using Streamlit for quick Exploratory Data Analysis and building classification models which are implemented from scratch.

data-analysis data-visualization eda exploratory-data-analysis knn-classification logistic-regression matplotlib ml-model-on-web ml-models naive-bayes-classifier pandas seaborn streamlit streamlit-webapp

Last synced: 07 Nov 2024

https://github.com/omarsar/energy_stats

Analyzing energy production with Kibana Lens

data-analysis data-science data-visualization elasticsearch kibana

Last synced: 23 Jan 2025

https://github.com/josechirif/reviews-and-satisfaction-analysis-of-airbnb-brazil-and-mexico-from-june-2010-to-february-2021

This project analyzes the reviews and satisfaction of customers who used AirBnB services. It also studies if there is a relationship between another variables.

data data-analysis data-visualization powerbi sql-server

Last synced: 23 Oct 2024

https://github.com/cosmoduende/r-arduino

Interoperability Data-IoT: How to send and receive data and take control of your Arduino, from R. How to establish interoperability between R and Arduino (Data and IoT) using a data flow between the two

arduino arduino-data arduino-dataflow arduino-serial arduino-serial-data arduino-serial-led arduino-uno data-analysis data-arduino data-cleaning data-iot data-visualization interoperability iot-rstudio r-analytics r-data-visualization r-iot rstudio-arduino serial-read serialport

Last synced: 27 Dec 2024

https://github.com/haloapping/malas-ngetik-clf

Saya malas ngetik, makanya saya buat aja template proyek kompetisi Kaggle 😜. Template ini khusus untuk kasus klasifikasi.

data-analysis exploratory-data-analysis feature-engineering kaggle kaggle-competition machine-learning python3 scikit-learn

Last synced: 06 Jan 2025

https://github.com/asifdotexe/covidporfolioproject

This is a SQL + Tableau Project on real world Covid 19 Dataset from the start of recorded case to 2nd March 2022 i.e My birthday XD

dashboard data-analysis data-exploration data-visualization sql sql-server tableau

Last synced: 15 Jan 2025

https://github.com/asifdotexe/timeseriesanalysis

This repository serves as a central hub for all of my projects related to time series analysis. Here, you'll find a collection of projects, code samples, and resources that explore various aspects of time series data and its analysis.

data-analysis feature-engineering jupyter-notebook pandas python time-series-analysis visualization

Last synced: 15 Jan 2025

https://github.com/marios-mamalis/mca-visualisation

A script for automatic visualisation of Multiple Correspondence Analysis (MCA) results from FactoMineR in 3 dimensions using Plotly (exported as html)

3d-scatterplots correspondence-analysis data-analysis factominer html mca multiple-correspondence-analysis plotly visualisation

Last synced: 13 Jan 2025

https://github.com/alexandregazagnes/unilasalle-public-resources

UniLaSalle-Public-Ressources : This public repository contains the notebooks and the data used for both : 2nd Year - Practical Statistical Tests 4th Year - Data Analysis with Python

data data-analysis data-analytics data-cleaning data-storytelling education educational exploratory-data-analysis python python3 r r-programming rstudio statistics visualization

Last synced: 11 Oct 2024

https://github.com/muzammil-13/mimlrepo

Data Analysis using Python Machine Learning Libraries

data-analysis data-science machine-learning numpy pandas python python-library

Last synced: 16 Jan 2025

https://github.com/fbecerra/fbecerra.github.io

Source code for my website www.fernandobecerra.com

data-analysis data-science data-visualization dataviz interactive-visualizations

Last synced: 27 Oct 2024

https://github.com/rawsashimi1604/jobextract

Scrapes LinkedIn data. Conducts sentiment analysis on what traits and qualifications employers are looking for.

data data-analysis data-analytics data-cleaning linkedin mvc python webscraper

Last synced: 27 Dec 2024

https://github.com/shlokashah/student-depression-and-suicide-rate-prediction

https://shlokashah.github.io/Student-Depression-And-Suicide-Rate-Prediction/

data-analysis data-visualization machine-learning student suicide-rate-prediction

Last synced: 28 Dec 2024

https://github.com/0mppula/element-compare

A single page Next.js 14 app that allows the user to inspect and compare elements from the periodic table.

compare dark-mode data-analysis elements inspect lucide-react nextjs periodic-table reactjs server-side-rendering shadcn-ui single-page-app typescript vercel zustand

Last synced: 11 Nov 2024

https://github.com/shlokashah/ipl-data-analysis

Data Analysis and Visualizations done on IPL dataset

data-analysis data-visualization pandas powerbi

Last synced: 28 Dec 2024

https://github.com/v-octal/hows_india_feeling

An application which displays India's region wise twitter sentiment on the map.

data-analysis data-visualization flask-restful leaflet nlp-machine-learning sentiment-analysis

Last synced: 30 Dec 2024

https://github.com/ashwinpn/visualization

Data Visualization using Matplotlib, Pandas Visualization, Seaborn, ggplot, and Plotly.

analysis data data-analysis data-science data-visualization graphs plots python python3 visualization

Last synced: 16 Jan 2025

https://github.com/parisaroozgarian/ibm-data-analyst-professional-certificate

The IBM Data Analyst Professional Certificate, consisting of 9 courses, equips with essential skills in Excel, SQL, Python, data visualization, and analysis techniques

big-data business-analysis business-communication communication data-analysis data-management data-structures data-visualization databases general-statistics human-resources planning python-programming spreedsheet sql

Last synced: 19 Dec 2024

https://github.com/leandronasx/agro-data

Projeto final da formação de analista de dados e dashboard da SoulCode Academy.

bigquery data-analysis gcp looker pandas powerbi python

Last synced: 12 Oct 2024

https://github.com/coumbacoulibaly/adventureworkscycles

Repository for Adventure Works Sample Database Analysis

adventureworks data-analysis data-analytics mssql-database mssqlserver sql ssms

Last synced: 17 Nov 2024

https://github.com/yeisonmontoya1815/machine-learning_prediction_can_inflation

we aim to predict trends in the Canadian market basket using sentiment analysis techniques. Sentiment analysis involves analyzing text data to determine the sentiment expressed, whether positive, negative, or neutral.

algorithms-and-data-structures data data-analysis data-science data-visualization feature-engineering machine-learning matplotlib-pyplot numerical-analysis numpy pandas pipelines python sklearn structured-data super unsupervised-learning

Last synced: 06 Dec 2024

https://github.com/w-edward/youtube-keyword-popularity-analyzer

An effort to discover the top trending keywords on Youtube.

data-analysis node-js numpy python webscraping youtube-api

Last synced: 16 Jan 2025

https://github.com/aad99bxp/whatsapp-chat-analyzer

A project intended for Business Owners / Managers to analyze Whatsapp chats between their customer care executives and their customers.

data-analysis heroku-deployment python3

Last synced: 22 Jan 2025

https://github.com/emaasit/pydata-book

Learning data analysis with python

data-analysis jupyter pandas python

Last synced: 21 Nov 2024

https://github.com/alieymsxxn/sql_project_data_job_analysis

This project explores top-paying jobs, in-demand skills, and where high demand meets high salary in data analytics.

data-analysis postgresql sql sqlite

Last synced: 28 Nov 2024

https://github.com/skylord0001/python-daily

Python - Basic, Apache - Conf, Black Stack Hub, Data analysis, Data Structure, Google Cloud, SQL system

apache-configuration data-analysis data-structure python-scripts python-sql

Last synced: 23 Nov 2024

https://github.com/a-r-j/npview

CLI tools for quickly inspecting CSV/TSV & NumPy (.npy) array files

cli csv data-analysis inspector npy numpy python tsv

Last synced: 17 Dec 2024

https://github.com/zelosleone/finncorr

A .NET Core financial analysis tool/API for calculating correlations between time series data with interactive visualizations powered by ML.NET and Plotly.js.

aspnet-core correlation-analysis csv-parser data-analysis dotnet financial-analysis machine-learning ml-net plotly rest-api statistical-analysis swagger time-series visualization

Last synced: 13 Dec 2024

https://github.com/bradleyboehmke/uc-bana-6043

Additional resources for the UC BANA 6043 Statistical Computing course

data-analysis data-science data-visualization python

Last synced: 14 Oct 2024

https://github.com/mindful-ai-assistants/movierevenueanalysis

🎬💰 Analyze movie companies' revenue, release strategies, and financial performance using statistical techniques for actionable insights. This project explores data on total revenue, number of releases, and lifetime gross to uncover patterns that can drive strategic decisions in the film industry.

correlation-analysis data-analysis data-science heatmap jupyter-notebook open-source python statistical-analysis statistical-analysis-and-hypothesis-testing statistics ttest

Last synced: 22 Jan 2025

https://github.com/phollemans/cwutils

CoastWatch Utilities software for working with satellite data files from NOAA CoastWatch and elsewhere

cdat coastwatch-utilities data-analysis data-visualization install4j java noaa-coastwatch remote-sensing satellite-imagery

Last synced: 12 Nov 2024

https://github.com/jonperk318/machine-learning-analysis-of-hyperspectral-data

Using Non-negative Matrix Factorization (NMF) and Variational Autoencoder (VAE) machine learning architectures to analyze spatial and spectral features of hyperspectral cathodoluminescence (CL) spectroscopy images taken from hybrid inorganic-organic perovskite material

data-analysis data-science deep-neural-networks explained-variance hybrid-perovskite hyperspectral-image-classification machine-learning matplotlib nmf non-negative-matrix-factorization python pytorch scikit-learn semi-supervised-learning signal-processing solar-energy spectroscopy unsupervised-learning vae variational-autoencoder

Last synced: 06 Nov 2024

https://github.com/arjo129/image-sorter

Sort through folders of videos and images. Root out blurred and overexposed images.

computational-photography data-analysis photo-browser photo-gallery photography uwp uwp-apps

Last synced: 06 Jan 2025

https://github.com/abeltavares/nps_performance_analysis

Analyzing and Monitoring Net Promoter Score (NPS) Performance for Healthcare Companies using SQL and Power BI

customer-satisfaction dashboard data-analysis data-visualization healthcare net-promoter-score nps-analysis performance-monitoring power-bi sql

Last synced: 05 Jan 2025

https://github.com/1994nikunj/nlp-toolkit-desktop-app

The code is a collection of NLP analyses, including text cleaning, most common words, n-grams generation, co-occurrence matrix generation, wordcloud generation, topic modeling (using Latent Dirichlet Allocation), and general text statistics.

data-analysis n-grams network-visualization nlp python text-cleaning topic-modeling wordcloud-generator

Last synced: 25 Nov 2024

https://github.com/virajbhutada/cliquebait-digital-marketing-analysis-using-sql

This GitHub repository contains the CliqueBait Digital Marketing Analysis project, utilizing SQL for comprehensive analysis of marketing campaigns, user engagement, product performance, and website interactions within the Clique Bait food app. The project offers actionable insights for optimizing marketing strategies in competitive landscape.

campaign-website data-analysis data-extraction data-science digital-marketing food-store microsoft-excel mysql product-performance sql sql-database sql-project user-engagement website-analytics

Last synced: 10 Jan 2025

https://github.com/saadarazzaq/excel-merger

Merge multiple Excel and CSV files into a single dataset with the Excel Merger Streamlit app. 📊🔄🚀

data-analysis excel pandas python streamlit-webapp

Last synced: 23 Jan 2025

https://github.com/michaelcurrin/water-crisis-scraper

Scrape and explore data related to Cape Town's water crisis (Python3 application)

cape-town cron csv dam-levels data-analysis html open-data python3 schedule scraping south-africa water-crisis water-level webscraping

Last synced: 28 Oct 2024

https://github.com/mrjxtr/tokyo_airbnb_analysis_project

Full project case study and analysis to show potential opportunities to start an AirBnb business in Tokyo, Japan.

data-analysis data-cleaning data-science data-visualization pandas python3

Last synced: 06 Nov 2024

https://github.com/rubydamodar/the-ultimate-pandas-bootcamp

Welcome to the Pandas for Data Science repository! This course is designed to take you from beginner to proficient in using Pandas, the powerful data manipulation library in Python. Whether you're just starting your data science journey or looking to sharpen your skills, this repository contains all the resources

beginner-friendly csv-data data-analysis data-cleaning data-manipulation data-science data-visualization dataframe exploratory-data-analysis jupyter-notebook machine-learning matplotlib numpy pandas python python-pandas series statistical-analysis time-series titanic-dataset

Last synced: 18 Oct 2024

https://github.com/simranjeet97/ipl-dataanalysis

Data Analysis performed on IPL Dataset with Data Profiling, Data Pre-Processing, Data Manipulation, and Data Visualization.

artificial-intelligence data-analysis data-manipulation data-mining data-preprocessing data-science data-visualization indian-premier-league-2008-2018 ipl ipl-dataset iplayer python

Last synced: 14 Jan 2025

https://github.com/fabienarcellier/qjoin

qjoin is a data manipulation library that provides simple and efficient joining and collection processing functionality

composable data-analysis developer-tools functools python

Last synced: 28 Nov 2024

https://github.com/BigBangData/TimesheetAnalysis

R shiny app to help analyze a bookkeeper's business - or anyone with a timesheet and some time.

bookkeeping data-analysis data-viz r-programming shiny-apps shiny-r timesheet-management

Last synced: 04 Dec 2024

https://github.com/simoneas02/data-science

🐍 A planning study to become a data scientist and to improve my current skills. 🤘🏼🌻

data data-analysis data-science data-visualization deep-learning machine-learning pandas python3 r sql

Last synced: 06 Dec 2024

https://github.com/thisisashukla/survival-analysis

Hands-On Survival Analysis in Python

data-analysis data-science survival-analysis

Last synced: 28 Dec 2024

https://github.com/shipyardapp/postgresql-blueprints

Simplified blueprints for building data pipelines with PostgreSQL.

cli data-analysis data-engineering data-pipeline data-science database elt etl postgres postgresql

Last synced: 04 Dec 2024

https://github.com/c0deta1ker/matbase

MatBase provides access to an extensive database of material parameters, inelastic mean free paths (IMFP), photoionization binding energies, cross sections, and asymmetry parameters. Additionally, MatBase includes a suite of functions for users to load, process, model and fit their own data, making it an indispensable tool in the field.

cross-sections crystal-structure crystallography data-analysis data-fitting database electron imfp imfp-calculator-matlab material material-database matlab matlab-application matlab-gui matlab-toolbox pes-modelling photoelectron-spectroscopy photoionization simulation xps

Last synced: 30 Nov 2024

https://github.com/tushar2704/everyday-sql

Welcome to Everyday SQL Sheets – your go-to resource for everyday SQL cheat sheets, pro tips, interview questions, and more. Whether you're a beginner looking to learn SQL or an experienced developer seeking quick reference materials, this application has got you covered.

artificial-intelligence cheatsheet data-analysis data-science database mysql postgresql query-language sql sqlalchemy streamlit streamlit-tushar2704 tushar2704

Last synced: 27 Dec 2024

https://github.com/emptymalei/mini-lab

Some code snippets used to explain stuff to myself in my personal data science wiki

data-analysis data-mining data-science data-visualization datascience

Last synced: 20 Dec 2024

https://github.com/draym/covid19tracker

Coronavirus COVID-19 dashboard to track global cases

covid-19 covid19-tracker dashboard data-analysis

Last synced: 08 Dec 2024

https://github.com/rgalyeon/machine_learning_and_data_analysis

Machine Learning and Data Analysis specialization by Yandex and MIPT

coursera data-analysis data-science machine-learning mipt python yandex

Last synced: 14 Jan 2025

https://github.com/tushar2704/stats-mosaic-streamlit

Stats-Mosaic-Streamlit is a comprehensive GitHub repository that aims to provide a growing collection of curated content and projects centered around statistics and its intersection with data science, machine learning, and artificial intelligence.

artificial-intelligence bivariate-analysis data-analysis data-science hypothesis-testing machine-learning statistical-learning statistics streamlit streamlit-tushar2704 univariate-analysis

Last synced: 27 Dec 2024

https://github.com/tushar2704/store-demand-forecasting

This project predicts the sales demand for various items in different stores based on historical sales data. The objective is to develop a machine learning model that can provide accurate forecasts for future sales of each store-item combination.

artifi data-analysis data-science python sales-analysis sales-forecasting tushar2704

Last synced: 27 Dec 2024

https://github.com/ivanildobarauna-dev/api-to-dataframe

Python library that simplifies obtaining data from API endpoints by converting them directly into Pandas DataFrames. This library offers robust features, including retry strategies for failed requests.

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

Last synced: 19 Dec 2024

https://github.com/thealphadollar/messiah

Messiah: The Mighty Son Of God Is Here To Help You Through Times Of Calamity

azure backend data data-analysis flask frontend materialize natural-disasters

Last synced: 21 Dec 2024

https://github.com/cosmoduende/r-holy-books-sentiment-data-analysis

What's the most positive or negative religion? . Sentiment and Data Analysis of Holy Books with R. Analysis of religious dogmas by exploring their Holy Books (The Bible, The Quran, The Dhammapada, and The Book of Mormon) with R

bible book-of-mormon data-analysis data-analytics data-visualisation data-visualization dataviz dhammapada holy-scriptures quran religions-studies religious religious-studies sentiment-analysis sentiment-polarity sentimental-analysis text-analysis text-analytics text-mining text-mining-analysis

Last synced: 07 Nov 2024

https://github.com/cosmoduende/r-marvel-vs-dc

DC Comics vs Marvel Comics - Exploratory Data Analysis and Data Visualization with R. Who has the smartest, strongest, fastest, or most powerful hero or villain? How to answer this and more questions with R

comics data-analysis data-analysis-r data-analytics data-visualization dataviz dc-characters dc-comics eda exploratory-analysis exploratory-data-analysis exploratory-data-visualizations marvel-characters marvel-comics marvel-vs-dc shdb superherodb superheroes superheros

Last synced: 07 Nov 2024

https://github.com/ivanildobarauna-dev/data-consumer-api

ETL Process for Currency Quotes Data" project is a complete solution dedicated to extracting, transforming and loading (ETL) currency quote data. This project uses several advanced techniques and architectures to ensure the efficiency and robustness of the ETL process.

business-intelligence data-analysis data-analytics data-engineering data-pipeline data-visualization etl-pipeline python

Last synced: 19 Dec 2024

https://github.com/ronylpatil/whatsapplib

WhatsApp Group Chat Analysis Python Package.

data-analysis open-source pypi-package python-library python-package

Last synced: 21 Jan 2025

https://github.com/haritha1005/data-analysis-portfolio

This repository showcases my data analytics and data science skills through projects, fostering collaboration and community engagement

data-analysis data-visualization etl excel matplotlib numpy-library pandas powerbi-report python3 r scipy sql tableau

Last synced: 06 Dec 2024

https://github.com/narius2030/sakila-datawarehouse-ssis

Implement a simple data warehouse to store Saklia data - Create data pipelines for extract, transform and load data from source to warehouse - Retrieve data in warehouse to explore and do several analysis

data-analysis data-integration data-modeling data-visualization excel microsoft-sql-server power-bi ssas ssis

Last synced: 14 Dec 2024

https://github.com/iguptashubham/online-retail-sales

This Power BI dashboard, designed for marketing strategists, analyzes sales trends and customer behavior. It provides key insights empowering them to identify sales opportunities and optimize marketing campaigns, ultimately boosting business sales.

dashboard data data-analysis data-analysis-project data-analysis-project-powerbi data-analysis-python data-project data-science powerbi project

Last synced: 14 Jan 2025

https://github.com/mirokeimioniemi/optimizing-insulin-injection-timing

Data processing and analysis for "Determining the optimal timing for insulin injection to minimize glucose level variability after a meal in ideal conditions" - a research project for the IB Standard Level Mathematics Analysis and Approaches course inspired by my type 1 diabetes.

cgm data-analysis data-science dexcom dexcom-g6 diabetes exploration ib insulin insulin-timing international-baccalaureate mathematics optimization python type-1-diabetes

Last synced: 10 Jan 2025

https://github.com/manmolecular/http-response-clustering

:chart_with_downwards_trend: Clustering of HTTP responses using k-means++ and the elbow method

data-analysis elbow-method elbow-plot jupyter k-means-plus-plus python3

Last synced: 16 Jan 2025

https://github.com/quantumudit/thereyougo-store-analysis

This project focuses on scraping all the products and their related info from the "There You Go" website; performing necessary transformations on the scraped data and then analyzing & visualizing it using Jupyter Notebook and Power BI.

data-analysis data-science data-transformation data-visualization etl jupyter-notebook power-bi python webscraping

Last synced: 26 Dec 2024

https://github.com/banyc/dfsql

SQL REPL/lib for Data Frames

cli csv data-analysis jsonl ndjson repl sql

Last synced: 19 Nov 2024

https://github.com/programmer-rd-ai/moviedatascraper

Explore the cinematic universe with our IMDb web scraping project! Dive into movie data with ease, uncovering insights from cast to critical reviews. With dynamic visualizations and reliable data, let's journey through the world of movies like never before. Lights, camera, analysis!

beautifulsoup beautifulsoup4 data data-analysis jupyter-notebook matplotlib numpy pandas programming python python3 scraping seaborn software web

Last synced: 12 Jan 2025

https://github.com/frikishaan/browsing-history-analysis

This is a data analysis of my browsing history for the last 7 months.

browsing-history data-analysis jupyter-notebook python

Last synced: 09 Jan 2025

https://github.com/yogeshnile/nifty50-index-time-series-analysis

In this repo i did analysis of Nifty50 five year data from 01-04-2015 to 31-03-2020. Data Downloaded from nse official website.

data-analysis matplotlib nifty numpy pandas plotly python3 time-series-analysis

Last synced: 10 Jan 2025

https://github.com/mindlessmuse666/client-data-analysing-tool

Проект производственной практики: Инструмент для анализа данных, построенный с использованием Python (бэкэнд, фронтэнд PyQt6), Pandas, Matplotlib и SQLite. Это приложение позволяет пользователям загружать данные в формате CSV, фильтровать их, визуализировать ключевые показатели с помощью графиков и создавать отчеты.

data-analysis desktop-application matplotlib pandas pyqt6 pyqt6-desktop-application python sqlite student-project

Last synced: 23 Dec 2024

https://github.com/walidalsafadi/house-prices

Ask a home buyer to describe their dream house, and they probably won't begin with the height of the basement ceiling or the proximity to an east-west railroad. With 79 explanatory variables describing (almost) every aspect of residential homes in Ames, Iowa, this competition challenges you to predict the final price of each home.

cross-validation data-analysis data-science data-visualization decision-trees eda house-price-prediction house-prices jupyter linear-regression machine-learning machine-learning-algorithms mlp-regressor plot python random-forest-regression regression svr xgboost-regression

Last synced: 22 Jan 2025

https://github.com/tirendazacademy/data-sets

Data sets for Tirendaz Akademi Youtube

data-analysis dataset

Last synced: 01 Jan 2025

Data analysis Awesome Lists
awesome-R 483 Awesome-Geospatial 1,261 awesome-TS-anomaly-detection 55 awesome-python-data-science 379 awesome-business-intelligence 231 yt-channels-DS-AI-ML-CS 195 data-science-with-ruby 101 machine-learning-resources 56 Data-Science 71 awesome-scientific-python 131 awesome-python-machine-learning-resources 1,884 awesome-data-science-resources 167 awesome-ethereum-analytics 45 awesome-qlik 32 Road2R 260 awesome-saas 77 Environmental-Data-Science 51 awesome-web3 67 SORTED 92 fucking-awesome-R 378 free-data-analysis-resources 71
Data analysis Categories
文本数据和NLP 263 Uncategorized 253 数据可视化 180 机器学习框架 173 Machine Learning 163 R 163 图像数据与CV 148 Table of Contents 141 超参数优化和AutoML 136 Reading corner 129 Podcasts 117 工作流程和实验跟踪 113 模型的可解释性 106 数据管道和流处理 91 分布式机器学习 86 地理Geo处理 84 图数据处理 81 数据容器和结构 80 Others 79 数据读写与提取 72