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3.1. Big Data landscape Summary 1 Infrastructure Hadoop on Premise Hadoop in the cloud Streaming/In-memory No-SQL DB NewSQL DB GraphDB MPP DB Cloud EDW Serverless Data Transformation Data Integration Data Governance MGMT/Monitoring Storge Cluster SVCS Data Genrationg & Labelling AI Ops
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GPU DBs & Cloud Hardware 2 Analytics & Machine Intelligence Data Analyst Platform Data science Platform BI Platform Visualization Machine Learning Computer Vision Horizontal AI Speech & NLP Search Log Analytics Social Analytics Web/Mobile/Commerce Analytics 3 Cross-Infrastructure/Analytics 4 Open Source Frameworks Hadoop Query/Data flow Data Access & Databases Orchestration & MGMT Streaming & Messaging STAT Tools & Languages AIops & Infra AI/ML/DL Search Logging & Monitoring Visulization Collaboration Security 5 Data Sources & APIs Health IOT Finacial & Economic Data AIR/Space/SEA People/Entities
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Location Intelligence Other 6 Data Resource Data Services Incubators & School Research 7 Applications-Enterprise Sales Marketing-B2B Marketing-B2C Customer Experiences/Services Enterprise Productivity Human Capital Legal Regtech/Compliance Partnerships Finance BackOffice Automation&RPA Security 8 Applications-Industry Advertising Education Real Estate Gov'T Intelligence Finance-Investing Finance-lending Insurance Healthcare Life Science Transportation Agriculture Commerce Industrial Other 3.2. awesome-bigdata Summary
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RDBMS Frameworks 典型产品:Hadoop Distributed Programming 典型Case:Beam Distributed Filesystem 典型产品:HDFS Distributed Index Pilosa Key-Map Data Model Document Data Model Key-value Data Model Graph Data Model NewSQL Databases Columnar Databases case: ClickHouse Time-Series Databases case: InfluxDB SQL-like processing case:Hive Data Ingestion case: Flume Service Programming case:OpenMPI Scheduling case: Airflow Machine Learning Benchmarking case:Hadoop Benchmarking Security case:Ranger System Deployment case: Kubernetes Applications Metron Container Manager Search engine and framework MySQL forks and evolutions MariaDB
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PostgreSQL forks and evolutions TimescaleDB Memcached forks and evolutions Facebook McDipper Embedded Databases LevelDB Business Intelligence datapine Data Analysis Data Warehouse Data Visualization Superset Internet of things and sensor data Edgent (Incubating) Integrated Development Environments Message-oriented middleware case: Apache Kafka 1. Big Data Map
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