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2021-MAD-Landscape-v3

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