MACHINE LEARNING, ARTIFICIAL INTELLIGENCE, AND DATA (MAD) LANDSCAPE 2021

© Matt Turck (@mattturck), John Wu (@john_d_wu) & FirstMark (@firstmarkcap) Version 2.0 - October 2021 mattturck.com/data2021

FINANCE - INVESTING

RESEARCHINCUBATORS & SCHOOLS

DATA RESOURCESDATA SERVICESOTHERLOCATION INTELLIGENCE

DATA SOURCES & APIsAIR / SPACE / SEAFINANCIAL & ECONOMIC DATA PEOPLE / ENTITIES

OPEN SOURCEQUERY / DATA FLOW STREAMING &

MESSAGINGML OPS & INFRASTAT TOOLS &

LANGUAGESCOLLABORATION SECURITYFORMAT DATA

ACCESSDATABASES SEARCH VISUALIZATIONLOGGING & MONITORINGORCHESTRATION AI / MACHINE LEARNING / DEEP LEARNING

SERVER-LESS

GRAPH DBs

MPP DBs DATA GOVERNANCE& ACCESS

CLUSTER SVCS GPU DBS & CLOUDMGMT / MONITORING

NewSQL DATABASES

DATA INTEGRATION

DATAWAREHOUSES

DATA LAKES STREAMING / IN-MEMORY

HADOOP

PRIVACY &SECURITY

REVERSE ETL

REAL TIME DATABASES

APPLICATIONS — INDUSTRY

HUMAN CAPITAL

GOV’T & INTELLIGENCE

EDUCATION REAL ESTATE FINANCE - LENDINGADVERTISING

MARKETING - B2B

SALES CUSTOMER EXPERIENCE / SERVICEMARKETING - B2C

INSURANCECOMMERCE

PARTNERSHIPS

FINANCE AUTOMATION & RPALEGAL REGTECH & COMPLIANCE

SECURITY

DATA SCIENCENOTEBOOKS

DATA SCIENCE PLATFORMS

COMPUTER VISION SPEECH NLP SYNTHETIC MEDIA

HORIZONTAL AI

ML PLATFORMS

MODEL BUILDING FEATURE STORE DEPLOY-MENT & PRO-DUCTION

DATA GENERATION& LABELLING

AI HARDWARE AGRICULTUREHEALTHCARE INDUSTRIALLIFE SCIENCES OTHERTRANSPORTATION

AUGMENTED ANALYTICS

LOG ANALYTICS

SEARCH

BI PLATFORMS

DATA ANALYST PLATFORMS

DATA CATALOG AND DISCOVERY

METRICSSTORE

QUERY ENGINE

VISUALIZATION

DATA MARKETPLACES & DISCOVERY

FRAMEWORKS

NoSQL DATABASES

ETL / ELT / DATA TRANSFORMATION

RDBMS

DATA QUALITY

STORAGE

DATA OBSERVABILITY

INFRASTRUCTURE APPLICATIONS — ENTERPRISEMACHINE LEARNING & ARTIFICIAL INTELLIGENCEANALYTICS

INFRA-STRUCTURE

DATA OPS