Apache Spark is an open-source, distributed computing system designed for big data processing and analytics, offering an alternative to traditional MapReduce models with improved performance and ease of use. It provides a unified analytics engine capable of handling large-scale data processing tasks efficiently by leveraging in-memory computation and a resilient distributed dataset (RDD) framework. Spark supports a variety of programming languages such as Java, Scala, Python, and R, enabling developers to build sophisticated data pipelines with ease. Additionally, it integrates seamlessly with a variety of data sources like Hadoop Distributed File System (HDFS), Apache HBase, and Apache Cassandra, among others. The ecosystem includes libraries for SQL (Spark SQL), streaming data (Spark Streaming), machine learning (MLlib), and graph processing (GraphX), making it highly versatile in addressing a wide range of data processing and analytic workloads across various industries. For application developers, Apache Spark provides the tools to scale applications efficiently and handle complex data transformations, ultimately enabling faster insights from data-intensive applications.
View the most prominent open source Apache Spark projects in the list below. Click on a specific project to view its alternative or complementary packages.
- Apache Spark - A unified analytics engine for large-scale data processing☆39,948Updated this week
- Data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce,…☆27,487Updated 8 months ago
- Make Your Company Data Driven. Connect to any data source, easily visualize, dashboard and share your data.☆26,433Updated 2 weeks ago
- Free Data Engineering course!☆25,202Updated 2 weeks ago
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- 大数据入门指南☆15,945Updated 10 months ago
- GUI for ChatGPT API and many LLMs. Supports agents, file-based QA, GPT finetuning and query with web search. All with a neat UI.☆15,262Updated this week
- List of Data Science Cheatsheets to rule the world☆14,698Updated 4 months ago
- flink learning blog. http://www.54tianzhisheng.cn/ 含 Flink 入门、概念、原理、实战、性能调优、源码解析等内容。涉及 Flink Connector、Metrics、Library、DataStream API、Ta…☆14,558Updated 5 months ago
- Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.☆14,265Updated 2 months ago
- 【大厂面试专栏】一份Java程序员需要的技术指南，这里有面试题、系统架构、职场锦囊、主流中间件等，让你成为更牛的自己！☆14,185Updated last year
- Suite of tools for deploying and training deep learning models using the JVM. Highlights include model import for keras, tensorflow, and …☆13,686Updated this week
- Apache Doris is an easy-to-use, high performance and unified analytics database.☆12,737Updated this week
- 专注大数据学习面试，大数据成神之路开启。Flink/Spark/Hadoop/Hbase/Hive...☆9,790Updated last year
- 🧙 Build, run, and manage data pipelines for integrating and transforming data.☆7,971Updated this week
- An open-source storage framework that enables building a Lakehouse architecture with compute engines including Spark, PrestoDB, Flink, Tr…☆7,608Updated this week
- H2O is an Open Source, Distributed, Fast & Scalable Machine Learning Platform: Deep Learning, Gradient Boosting (GBM) & XGBoost, Random F…☆6,928Updated this week
- Alluxio, data orchestration for analytics and machine learning in the cloud☆6,862Updated last week
- A Flexible and Powerful Parameter Server for large-scale machine learning☆6,743Updated 10 months ago
- Python SQL Parser and Transpiler☆6,755Updated this week
- Web-based notebook that enables data-driven, interactive data analytics and collaborative documents with SQL, Scala and more.☆6,415Updated this week
- macOS development environment setup: Easy-to-understand instructions with automated setup scripts for developer tools like Vim, Sublime …☆6,130Updated last year
- Simple and Distributed Machine Learning☆5,069Updated last week
- PipelineAI☆4,172Updated 7 months ago
- TensorFlowOnSpark brings TensorFlow programs to Apache Spark clusters.☆3,875Updated last year
- State of the Art Natural Language Processing☆3,871Updated this week
- The Hunting ELK☆3,769Updated 5 months ago
- cube studio开源云原生一站式机器 学习/深度学习/大模型AI平台，支持sso登录，多租户，大数据平台对接，notebook在线开发，拖拉拽任务流pipeline编排，多机多卡分布式训练，超参搜索，推理服务VGPU，边缘计算，serverless，标注平台，自动化标注…☆3,691Updated last week
- A better compressed bitset in Java: used by Apache Spark, Netflix Atlas, Apache Pinot, Tablesaw, and many others☆3,547Updated last week
- 酷玩 Spark: Spark 源代码解析、Spark 类库等☆3,471Updated 2 years ago
- 🔨 用 JSON 来生成结构化的 SQL 语句，基于 Vue3 + TypeScript + Vite + Ant Design + MonacoEditor 实现，项目简单（重逻辑轻页面）、适合练手~☆3,419Updated 10 months ago
- Apache Linkis builds a computation middleware layer to facilitate connection, governance and orchestration between the upper applications…☆3,312Updated this week
- Deequ is a library built on top of Apache Spark for defining "unit tests for data", which measure data quality in large datasets.☆3,309Updated last month
- Interactive and Reactive Data Science using Scala and Spark.☆3,152Updated last year
- DataSphereStudio is a one stop data application development& management portal, covering scenarios including data exchange, desensitizati…☆3,090Updated this week
- REST job server for Apache Spark☆2,839Updated 4 months ago
- Kubernetes operator for managing the lifecycle of Apache Spark applications on Kubernetes.☆2,795Updated this week
- 大数据学习，从零开始学习大数据，包含大数据学习各阶段学习视频、面试资料☆2,722Updated 2 weeks ago
- Python clone of Spark, a MapReduce alike framework in Python☆2,688Updated 3 years ago