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The Future Based on
Artificial Intelligence and
Analytics
Presented by: William McKnight
“#1 Global Influencer in Data Warehousing” OnAlytica
President, McKnight Consulting Group
3 X
@williammcknight
www.mcknightcg.com
(214) 514-1444
Second Thursday of Every Month, at 2:00 ET
Inc 5000
KATANA GRAPH |
TM
Katana Graph
June 23, 2022 - Abhishek Mehta
Data Architecture Strategies: Business Intelligence
& Data Analytics– An Architected Approach
KATANA GRAPH |
TM
KATANA GRAPH |
TM
Confidential 2
High Performance Scale-out Graph Processing & Analytics
Founded in March 2020, offices in Austin, Bay Area,
NYC, Denver
Co-founders: Keshav Pingali and Chris Rossbach
Investors: Intel Capital, Dell Venture Capital, Redline Ventures,
Walden International
Katana team: Leaders in graph algorithms, programming
languages, runtimes, virtualization and storage.
Commercial engagements with several Fortune 100 companies
Website: www.katanagraph.com
Company Overview
KATANA GRAPH |
TM
Leadership Team
Confidential 3
Gurbinder Gill
PhD UT Austin
VMWare, Facebook,
MSR , IBM Research
Roshan Dathathri
PhD UT Austin
NI, MSR, HP Labs
Emmett Witchel
Prof UT Austin
InCert, Veritas,
Symantec
Bo Wu
Prof Colorado
School of Mines
Graph mining expert
Donald Nguyen
PhD UT Austin
Google, Synthace,
Determined AI
Tyler Hunt
PhD UT Austin
MSR, Visa Research,
Bell Labs
Jon Currey
University of Cambridge
Distributed Systems,
Machine Learning
MSR, Apple (iTune), Oracle
Yige Hu
PhD UT Austin
File System,
Fault Tolerance
Amy Chang
Board Advisor
BOD P&G, Cisco, Disney
UCSF Hospital Exec Committee
Deans Advisory Council
Stanford University
Ying Ding
Data Science Advisor
Professor UT Austin
Medical/ Pharma Knowledge Graph,
Machine Learning
Co-founder Data2Discovery
Keshav Pingali
CEO, Co-founder
Prof UT Austin
Fellow ACM, IEEE, AAAS
Chris Rossbach
CTO, Co-founder
Prof UT Austin
MSR, Vmware, Canesta
Farshid Sabet
CBO, Co-founder
Intel, Modvidius,
Aptina, SanDisk
KATANA GRAPH |
TM
KATANA GRAPH |
Graph Technology
Application Areas
04
Platforms
Finance
Healthcare
Retail
Energy Industrial
Telecom
Genomics Anti Money
Laundering
Drug
Discovery
Identity
Graph
Precision
Medicine
Electronic
Circuit Design
Tools
Knowledge
Graph
Predictive
Monitoring
Intrusion
detection
Supply Chain
Optimization
Fraud
Detection
Real Time
Analytics
Customer
360
Recommendation
Social
Networks
KATANA GRAPH |
TM
KATANA GRAPH |
TM
Why Katana Graph
Confidential 5
Architected to handle massive graphs
• Tested with largest publicly available
web-crawl: WDC12 (3.5B vertices, 128B edges)
Unmatched performance
• 10x - 100x times faster vs competing solutions
Massive scalability
• Proven on Open Cloud HPC Clusters
(AWS , Azure, Google Cloud)
• Scales up to 256 machines on Stampede Xeon
(Skylake) Cluster
Native AI/ML with Graphs
• Health and Life Sciences (HLS), Financial, Identity
Management, Intrusion detection, EDA (Electronic
Design Automation), HPC (High Performance
Computing) application: 3D mesh generation
KATANA GRAPH |
TM
Graph Compute Domains
Confidential 06
Graph Database
(Query)
Graph AI
& Machine
Learning
Graph
Analytics &
Mining
Probability
William McKnight
President, McKnight Consulting Group
• Frequent keynote speaker and trainer internationally
• Consulted to Pfizer, Scotiabank, Fidelity, TD Ameritrade, Teva
Pharmaceuticals, Verizon, and many other Global 1000 companies
• Hundreds of articles, blogs and white papers in publication
• Focused on delivering business value and solving business problems
utilizing proven, streamlined approaches to information management
• Former Database Engineer, Fortune 50 Information Technology
executive and Ernst&Young Entrepreneur of Year Finalist
• Owner/consultant: 3-time Inc. 5000 strategy & implementation
consulting firm
2
William McKnight
The Savvy Manager’s Guide
The
Savvy
Manager’s
Guide
Information
Management
Information Management
Strategies for Gaining a
Competitive Advantage with Data
McKnight Consulting Group Offerings
Strategy
Training
Strategy
§ Trusted Advisor
§ Action Plans
§ Roadmaps
§ Tool Selections
§ Program Management
Training
§ Classes
§ Workshops
Implementation
§ Data/Data Warehousing/Business
Intelligence/Analytics
§ Master Data Management
§ Governance/Quality
§ Big Data
Implementation
3
The Future
4
Macro Factors
5
1997 computing
6
NOW
7
AI Whiskey, AI Music, AI Paintings
8
Deepfakes, Sophia & Identifying People
Reading
10
Healthcare
• Genomic medicine
• Virtual visits
• Tele-health and AI Triage
• AI Diagnostics
• Robotics Automating Lab Work
11
Transportation Technology
12
Coding
13
Debuild.co
14
15
GPT-3
16
Song Lyrics
17
https://lyrics.mathigatti.com/
Journalism
18
18
Einstein Conversation
19
Fake People
20
Simplification
21
Understanding Objects
22
Common Sense
23
FUTURE
24
AI Companions
25
Sensors
26
Medicine
27
Genetic Modification
28
Metaverse
• Lighter and higher-resolution headsets and
haptic gloves
• VR chairs, vests, scent generators, and
better directional sound systems
• Avatars fully virtual agents
• Surgical implants to the metaverse
29
Quantum Computing
• Qubits
• All calculations happen at the same time
• Most effective at searching large databases
• Thousands of times faster than a traditional
computer
30
Transportation
• Majority of automobiles electric
– Fueling in 10 minutes
• Driverless and autonomous
• New fleets
• Highly reduced parking
• High speed trains 700 MPH
• Supersonic aircraft
– Starships NY to London 30 minutes
31
Drones
• Floating or vertical warehouses delivering
packages
• Urban transportation
• Airbus drone-like popup concept
32
Food
• Plant-Based Meat
• Lab-Grown Meat
• Indoor/vertical/city farms
33
Cameras and Audio Recording Everywhere
• Cameras Will Be Invisible
• Your Profile Will Be Evident
• AI Will Decide Our Fate
• Society Will Be More Controlled
34
Work
Enterprise Analytics
• Modular Datacenters
• Data is on the balance sheet
• Edge Computing and Edge AI
• The need to store data will be reduced
• Automated Data Discovery
• The need for Explainable AI will go away
• The Majority of Data Jobs Will Be
Automated
We are at the start of General AI
• We have opened a new chapter in machine
learning.
– Its most striking feature is its generality.
– Only a few years ago, neural networks were built with
functions tuned to a specific task, such as translation or
question answering. Datasets were curated to reflect
that task.
– AI is starting to have no task-specific functions, and it
needs no special dataset. It simply utilizes as much text
as possible and plays forward its output.
• Somehow, in the calculation of the conditional
probability distribution across all those gigabytes of
text, a function emerges that can produce answers
that are competitive on any number of tasks.
37
Risks to Better Lives in 2050
• Existential Threats
• Cybersecurity/Spam/Phishing
• Misinformation and Fake News
• Social Engineering and Economic Control
• Mistakes
38
The Future Based on
Artificial Intelligence and
Analytics
Presented by: William McKnight
“#1 Global Influencer in Data Warehousing” OnAlytica
President, McKnight Consulting Group
3 X
@williammcknight
www.mcknightcg.com
(214) 514-1444
Second Thursday of Every Month, at 2:00 ET
Inc 5000

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The Future Based on AI and Analytics

  • 1. The Future Based on Artificial Intelligence and Analytics Presented by: William McKnight “#1 Global Influencer in Data Warehousing” OnAlytica President, McKnight Consulting Group 3 X @williammcknight www.mcknightcg.com (214) 514-1444 Second Thursday of Every Month, at 2:00 ET Inc 5000
  • 2. KATANA GRAPH | TM Katana Graph June 23, 2022 - Abhishek Mehta Data Architecture Strategies: Business Intelligence & Data Analytics– An Architected Approach
  • 3. KATANA GRAPH | TM KATANA GRAPH | TM Confidential 2 High Performance Scale-out Graph Processing & Analytics Founded in March 2020, offices in Austin, Bay Area, NYC, Denver Co-founders: Keshav Pingali and Chris Rossbach Investors: Intel Capital, Dell Venture Capital, Redline Ventures, Walden International Katana team: Leaders in graph algorithms, programming languages, runtimes, virtualization and storage. Commercial engagements with several Fortune 100 companies Website: www.katanagraph.com Company Overview
  • 4. KATANA GRAPH | TM Leadership Team Confidential 3 Gurbinder Gill PhD UT Austin VMWare, Facebook, MSR , IBM Research Roshan Dathathri PhD UT Austin NI, MSR, HP Labs Emmett Witchel Prof UT Austin InCert, Veritas, Symantec Bo Wu Prof Colorado School of Mines Graph mining expert Donald Nguyen PhD UT Austin Google, Synthace, Determined AI Tyler Hunt PhD UT Austin MSR, Visa Research, Bell Labs Jon Currey University of Cambridge Distributed Systems, Machine Learning MSR, Apple (iTune), Oracle Yige Hu PhD UT Austin File System, Fault Tolerance Amy Chang Board Advisor BOD P&G, Cisco, Disney UCSF Hospital Exec Committee Deans Advisory Council Stanford University Ying Ding Data Science Advisor Professor UT Austin Medical/ Pharma Knowledge Graph, Machine Learning Co-founder Data2Discovery Keshav Pingali CEO, Co-founder Prof UT Austin Fellow ACM, IEEE, AAAS Chris Rossbach CTO, Co-founder Prof UT Austin MSR, Vmware, Canesta Farshid Sabet CBO, Co-founder Intel, Modvidius, Aptina, SanDisk
  • 5. KATANA GRAPH | TM KATANA GRAPH | Graph Technology Application Areas 04 Platforms Finance Healthcare Retail Energy Industrial Telecom Genomics Anti Money Laundering Drug Discovery Identity Graph Precision Medicine Electronic Circuit Design Tools Knowledge Graph Predictive Monitoring Intrusion detection Supply Chain Optimization Fraud Detection Real Time Analytics Customer 360 Recommendation Social Networks
  • 6. KATANA GRAPH | TM KATANA GRAPH | TM Why Katana Graph Confidential 5 Architected to handle massive graphs • Tested with largest publicly available web-crawl: WDC12 (3.5B vertices, 128B edges) Unmatched performance • 10x - 100x times faster vs competing solutions Massive scalability • Proven on Open Cloud HPC Clusters (AWS , Azure, Google Cloud) • Scales up to 256 machines on Stampede Xeon (Skylake) Cluster Native AI/ML with Graphs • Health and Life Sciences (HLS), Financial, Identity Management, Intrusion detection, EDA (Electronic Design Automation), HPC (High Performance Computing) application: 3D mesh generation
  • 7. KATANA GRAPH | TM Graph Compute Domains Confidential 06 Graph Database (Query) Graph AI & Machine Learning Graph Analytics & Mining Probability
  • 8. William McKnight President, McKnight Consulting Group • Frequent keynote speaker and trainer internationally • Consulted to Pfizer, Scotiabank, Fidelity, TD Ameritrade, Teva Pharmaceuticals, Verizon, and many other Global 1000 companies • Hundreds of articles, blogs and white papers in publication • Focused on delivering business value and solving business problems utilizing proven, streamlined approaches to information management • Former Database Engineer, Fortune 50 Information Technology executive and Ernst&Young Entrepreneur of Year Finalist • Owner/consultant: 3-time Inc. 5000 strategy & implementation consulting firm 2 William McKnight The Savvy Manager’s Guide The Savvy Manager’s Guide Information Management Information Management Strategies for Gaining a Competitive Advantage with Data
  • 9. McKnight Consulting Group Offerings Strategy Training Strategy § Trusted Advisor § Action Plans § Roadmaps § Tool Selections § Program Management Training § Classes § Workshops Implementation § Data/Data Warehousing/Business Intelligence/Analytics § Master Data Management § Governance/Quality § Big Data Implementation 3
  • 13. NOW 7
  • 14. AI Whiskey, AI Music, AI Paintings 8
  • 15. Deepfakes, Sophia & Identifying People
  • 17. Healthcare • Genomic medicine • Virtual visits • Tele-health and AI Triage • AI Diagnostics • Robotics Automating Lab Work 11
  • 21. 15
  • 35. Metaverse • Lighter and higher-resolution headsets and haptic gloves • VR chairs, vests, scent generators, and better directional sound systems • Avatars fully virtual agents • Surgical implants to the metaverse 29
  • 36. Quantum Computing • Qubits • All calculations happen at the same time • Most effective at searching large databases • Thousands of times faster than a traditional computer 30
  • 37. Transportation • Majority of automobiles electric – Fueling in 10 minutes • Driverless and autonomous • New fleets • Highly reduced parking • High speed trains 700 MPH • Supersonic aircraft – Starships NY to London 30 minutes 31
  • 38. Drones • Floating or vertical warehouses delivering packages • Urban transportation • Airbus drone-like popup concept 32
  • 39. Food • Plant-Based Meat • Lab-Grown Meat • Indoor/vertical/city farms 33
  • 40. Cameras and Audio Recording Everywhere • Cameras Will Be Invisible • Your Profile Will Be Evident • AI Will Decide Our Fate • Society Will Be More Controlled 34
  • 41. Work
  • 42. Enterprise Analytics • Modular Datacenters • Data is on the balance sheet • Edge Computing and Edge AI • The need to store data will be reduced • Automated Data Discovery • The need for Explainable AI will go away • The Majority of Data Jobs Will Be Automated
  • 43. We are at the start of General AI • We have opened a new chapter in machine learning. – Its most striking feature is its generality. – Only a few years ago, neural networks were built with functions tuned to a specific task, such as translation or question answering. Datasets were curated to reflect that task. – AI is starting to have no task-specific functions, and it needs no special dataset. It simply utilizes as much text as possible and plays forward its output. • Somehow, in the calculation of the conditional probability distribution across all those gigabytes of text, a function emerges that can produce answers that are competitive on any number of tasks. 37
  • 44. Risks to Better Lives in 2050 • Existential Threats • Cybersecurity/Spam/Phishing • Misinformation and Fake News • Social Engineering and Economic Control • Mistakes 38
  • 45. The Future Based on Artificial Intelligence and Analytics Presented by: William McKnight “#1 Global Influencer in Data Warehousing” OnAlytica President, McKnight Consulting Group 3 X @williammcknight www.mcknightcg.com (214) 514-1444 Second Thursday of Every Month, at 2:00 ET Inc 5000