modin 开源项目推荐（28 个）

modin-project /modin

Modin：只需修改一行代码，就能扩展你的Pandas工作流程的规模。

aws /aws-sdk-pandas

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

jmcarpenter2 /swifter

A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner

drshahizan /Python-big-data

Python and Pandas are known to have issues around scalability and efficiency. You will learn how to use libraries such as Modin, Dask, Ray, Vaex etc to overcome the problems faced by Pandas.

ray-project /xgboost_ray

Distributed XGBoost on Ray

vertti /daffy

Lightweight DataFrame validation decorators for Pandas, Polars, Modin, and PyArrow. No custom types required.

intel /hdk

A low-level execution library for analytic data processing.

CangyuanLi /checkedframe

Lightweight, engine-agnostic dataframe validation

mzjp2 /kedro-dataframe-dropin

A Kedro plugin that provides pandas dropin replacements for the pandas datasets (e.g modin and cuDF)

ashvardanian /TablEval

Unlimited Data-Science Benchmarks for Numeric, Tabular and Graph Workloads

PratikDavidson /intel-oneAPI-LLM

oneAPI Hackathon: The LLM Challenge

gandalf1819 /NYCOpenData-Profiling-Analysis

Open Data Profiling, Quality and Analysis on NYC OpenData dataset with semantic profiling using fuzzy ratio, Levenshtein distance and regex

jacobceles /Movie-Recommendation-Rating-Prediction

Using the MovieLens dataset with Surprise to compare different algorithms for rating prediction, and also create a movie recommendation system on top of it.

LaraSousa34 /Big-Data-Processing-and-Machine-Learning-A-Comparative-Study

Comparative study of modern Python libraries for distributed data processing and machine learning, evaluating Dask, Modin, Koalas, RAPIDS, and Joblib using the NYC Taxi dataset.

c-susan /datasci_2_manipulation

HHA507 / Data Science / Assignment 2 / Data Manipulation

bhattbhavesh91 /modin-example

Simple example on how Modin can peed up your Pandas workflows by changing a single line of code

oneapi-src /ai-structured-data-generation

该项目在 GitHub 上没有填写描述

SebastianMahecha /data_engineering

Generate data, load and download parquets to GCP and compare performance between Pandas, Polars and Modin with Python

comprakash /delta-transformation-pipeline

A transformation pipeline for Delta Lake using AWS SDK for Pandas

chxmq /stockforecast-intel

Intel OneAPI hackathon entry: Microsoft stock prediction with LSTM and classical ML, comparing runs with Modin / sklearn-intel vs baseline notebooks.