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MACHINE LEARNING, ARTIFICIAL INTELLIGENCE, AND DATA (MAD) LANDSCAPE 2021
© Matt Turck (@mattturck), John Wu (@john_d_wu) & FirstMark (@firstmarkcap)
Version 3.0 - November 2021 mattturck.com/data2021
FINANCE - INVESTING
RESEARCH
INCUBATORS & SCHOOLS
DATA RESOURCES
DATA SERVICES
OTHER
LOCATION INTELLIGENCE
DATA SOURCES & APIs
AIR / SPACE / SEA
FINANCIAL & ECONOMIC DATA PEOPLE / ENTITIES
OPEN SOURCE
QUERY / DATA FLOW STREAMING &
MESSAGING
ML OPS & INFRA
STAT TOOLS &
LANGUAGES
COLLABORATION SECURITY
FORMAT DATA
ACCESS
DATABASES SEARCH VISUALIZATION
LOGGING & MONITORING
ORCHESTRATION AI / MACHINE LEARNING / DEEP LEARNING
SERVER-
LESS
GRAPH DBs
MPP DBs DATA GOVERNANCE
& ACCESS
CLUSTERSVCS GPU DBS & CLOUD
MGMT / MONITORING
NewSQL DATABASES
DATA INTEGRATION
DATA
WAREHOUSES
DATA LAKES STREAMING /
IN-MEMORY
HADOOP
PRIVACY &
SECURITY
REVERSE ETL
REAL TIME
DATABASES
APPLICATIONS — INDUSTRY
HUMAN CAPITAL
GOV’T &
INTELLIGENCE
EDUCATION REAL ESTATE FINANCE - LENDING
ADVERTISING
MARKETING -
B2B
SALES CUSTOMER EXPERIENCE / SERVICE
MARKETING - B2C
INSURANCE
COMMERCE
PARTNERSHIPS
FINANCE AUTOMATION & RPA
LEGAL REGTECH&
COMPLIANCE
SECURITY
DATA SCIENCE
NOTEBOOKS
DATA SCIENCE
PLATFORMS
COMPUTER VISION SPEECH NLP SYNTHETIC MEDIA
HORIZONTAL AI
ML PLATFORMS
MODEL BUILDING FEATURE STORE DEPLOY-
MENT & PRO-
DUCTION
MODEL
MONITORING
& OBSERVA-
BILITY
DATA GENERATION
& LABELLING
AI HARDWARE AGRICULTURE
HEALTHCARE INDUSTRIAL
LIFE SCIENCES OTHER
TRANSPORTATION
AUGMENTED ANALYTICS
LOG ANALYTICS
SEARCH
BI PLATFORMS
DATA ANALYST PLATFORMS
DATA CATALOG
AND DISCOVERY
METRICS
STORE
QUERY
ENGINE
VISUALIZATION
DATA MARKETPLACES
& DISCOVERY
FRAMEWORKS
NoSQL DATABASES
ETL / ELT /
DATA TRANSFORMATION
RDBMS
DATA QUALITY
STORAGE
DATA OBSERVABILITY
INFRASTRUCTURE APPLICATIONS — ENTERPRISE
MACHINE LEARNING & ARTIFICIAL INTELLIGENCE
ANALYTICS
INFRA-
STRUCTURE
DATAOPS

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2021-MAD-Landscape-v3.pdf

  • 1. MACHINE LEARNING, ARTIFICIAL INTELLIGENCE, AND DATA (MAD) LANDSCAPE 2021 © Matt Turck (@mattturck), John Wu (@john_d_wu) & FirstMark (@firstmarkcap) Version 3.0 - November 2021 mattturck.com/data2021 FINANCE - INVESTING RESEARCH INCUBATORS & SCHOOLS DATA RESOURCES DATA SERVICES OTHER LOCATION INTELLIGENCE DATA SOURCES & APIs AIR / SPACE / SEA FINANCIAL & ECONOMIC DATA PEOPLE / ENTITIES OPEN SOURCE QUERY / DATA FLOW STREAMING & MESSAGING ML OPS & INFRA STAT TOOLS & LANGUAGES COLLABORATION SECURITY FORMAT DATA ACCESS DATABASES SEARCH VISUALIZATION LOGGING & MONITORING ORCHESTRATION AI / MACHINE LEARNING / DEEP LEARNING SERVER- LESS GRAPH DBs MPP DBs DATA GOVERNANCE & ACCESS CLUSTERSVCS GPU DBS & CLOUD MGMT / MONITORING NewSQL DATABASES DATA INTEGRATION DATA WAREHOUSES DATA LAKES STREAMING / IN-MEMORY HADOOP PRIVACY & SECURITY REVERSE ETL REAL TIME DATABASES APPLICATIONS — INDUSTRY HUMAN CAPITAL GOV’T & INTELLIGENCE EDUCATION REAL ESTATE FINANCE - LENDING ADVERTISING MARKETING - B2B SALES CUSTOMER EXPERIENCE / SERVICE MARKETING - B2C INSURANCE COMMERCE PARTNERSHIPS FINANCE AUTOMATION & RPA LEGAL REGTECH& COMPLIANCE SECURITY DATA SCIENCE NOTEBOOKS DATA SCIENCE PLATFORMS COMPUTER VISION SPEECH NLP SYNTHETIC MEDIA HORIZONTAL AI ML PLATFORMS MODEL BUILDING FEATURE STORE DEPLOY- MENT & PRO- DUCTION MODEL MONITORING & OBSERVA- BILITY DATA GENERATION & LABELLING AI HARDWARE AGRICULTURE HEALTHCARE INDUSTRIAL LIFE SCIENCES OTHER TRANSPORTATION AUGMENTED ANALYTICS LOG ANALYTICS SEARCH BI PLATFORMS DATA ANALYST PLATFORMS DATA CATALOG AND DISCOVERY METRICS STORE QUERY ENGINE VISUALIZATION DATA MARKETPLACES & DISCOVERY FRAMEWORKS NoSQL DATABASES ETL / ELT / DATA TRANSFORMATION RDBMS DATA QUALITY STORAGE DATA OBSERVABILITY INFRASTRUCTURE APPLICATIONS — ENTERPRISE MACHINE LEARNING & ARTIFICIAL INTELLIGENCE ANALYTICS INFRA- STRUCTURE DATAOPS