G AI for the Mission
PREM JADHWANI
CHIEF TECHNOLOGY OFFICER
PREM.JADHWANI@GOV‐ACQ.COM
PHONE: 703‐554‐3827
NOVEMBER 13, 2018
Disclosure of this information requires written approval from Government Acquisitions, Inc.
AGENDA
• AI – Current State and Future
• Choosing the Right AI Workloads
• AI Use Cases for Public Sector
• AI Maturity Model
• AI 7 Layer Technology Stack
• AI Roadmap to Success
• What is GAI doing to enable AI ?
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AI / ML – Why Should We Care?
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Artificial Artificial Narrow Intelligence (ANI)
Intelligence
• AI Stages: Execute specific focused tasks, without
Future ability to self‐expand functionality
• Timing: Today
• Implications: Outperform humans in specific repetitive
functions, such as driving, medical diagnosis, and
financial advice
Artificial Artificial General Intelligence (AGI)
Intelligence • AI Stages: Perform broad tasks, reason, and improve
capabilities comparable to humans
Machine ability to
understand, learn, and • Timing: About 2040?
act on information and • Implications: Compete with humans, such as earning
events, designed to university degrees and convincing humans it is human
augment, provide
assistance to, or perform Artificial Super Intelligence (ASI)
tasks independently
• AI Stages: Demonstrate intelligence beyond human
from humans capabilities
• Timing: Soon after AGI
• Implications: Outperform humans, helping to achieve
societal objectives or threatening human race
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What Workloads are Suitable for AI ?
AI helps Reduce Administrative
Burden, Resolve resource
allocation problems, Automate the
Workforce, Improve Worker
Productivity, Solve Complex
Mission Challenges
Mundane Repetitive Large Diverse Data Complex & Massive Large Scale IOT Data
Human Tasks & Routine Sets in a Data Lake Cyber Log Data from Autonomous
Processes (Workforce (Need to find Patterns (Predictive Threat Sensors (Image
Automation through RPA) & Correlations using
Detection & Mitigation) Classification for Smart
Object Tracking) Surveillance & Biometrics)
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AI Use‐Cases for the Public Sector
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Key Functions Replaced By Bots Using
Robotic Process Automation (RPA)
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AI Maturity Model –
Path to AI Optimized Agency
Self‐Learning and Completing Emerging AI
Automated Enterprise
Advanced Analytics 8
Computerized Human Thought Simulation
Actions Towards Autonomic Agency Prescriptive Cognitive
Analytics Analytics
Simulation‐Driven Analysis and
Decision‐Making Predictive Analytics Curve
Analytics
Mature Data Lake
Insight
Foresight What Happened and Why
What Will Happen, When, and Why Hindsight
What Happened
Diagnostic
Analytics
Descriptive
Analytics
Operational Analytics
Today
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ARTIFICIAL INTELLIGENCE PROCESS FLOW
Input Data “Learning” Output Data
Machine Learning
System
Feed Learner Align Appropriate Present Results
Various Data Type of Learning
(e.g., exploratory,
(e.g., structured and System predictive and
unstructured) classification)
(e.g., supervised and
unsupervised)
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7 Rapid Data Visualization & Decision Making
7 Layers Rich Data Visualization & Mission Enablement by Data Scientists, Data Analysts, AI Center of Excellence (COE).
of AI
6 Containerized GPU Accelerated AI Applications
Technology GPU Databases, Satellite Imagery Fusion, Robotic Process Automation, Intelligent Image Recognition, Responsibility
Stack Determination Bots, User Behavior Analytics for Insider Threat Detection
(Important Enablers 5 Deep Learning User Software
Designed for Apache Arrow, Apache Spark, NVIDIA RAPIDS, NVIDIA DIGITS, Supervised and unsupervised Learning Software
Ultimate AI
Visualization) 4 Deep Learning Frameworks
TensorFlow, Caffe, Pytorch, MXnet, H2O, CNTK, SciKit, Theano, Apache SINGA, CUDA Cores
SECURITY 3 Data Ingestion & Preparation
PRIVACY High Speed Data Ingestion, Cleansing, Classification, Normalization, Tagging & Labelling, Indexing and
GOVERNANCE Correlation, Data Modeling & Training
ETHICS
FAIRNESS 2 AI Enabled Smart Endpoints
Sensors, Drones, Smart Devices, Cameras, LIDAR, IOT Devices, Autonomous Endpoints
1
AI Ready High Performance Infrastructure
Hybrid Cloud, High Performance Compute, Hyper Converged Infrastructure, Optimized Storage, GPU Accelerated HPC Purpose Built
Appliances,, FPGA & ASICs, High Speed Communication Networks, Geo Distributed Data Lakes, Virtualization & Containers, SDN,
Blockchain, Object Storage, Next Gen Security Platforms.
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Roadmap to Success for AI Enabled Agency
How to succeed in your next AI project
Agencies that want to leverage AI in an effective way should consider the following:
2. Define a clear ownership structure and 4. Partner for capability and capacity: AI
obtain full support from the agency leadership workforce is today in short supply and
& C‐level officers. Everyone should developing complex AI solutions in‐house
understand that starting the AI journey implies can be highly costly and inefficient. In this
an adoption curve and that learning might be context, the contribution of SMEs and AI
itself one of the greatest outcomes. Solution Providers can be invaluable.
1. Identify 2. Get The 3. Assess The 4. Look For 5. Create The
The Problem Endorsement Capabilities Partnership Right
Mindset
1. Identify the problems that are 3. Acknowledge the 5. Spread a digital
preventing you from achieving internal capability gap to culture and prepare and
your mission goals and focus your understand what your educate all those in the
AI efforts on them in accordance team is able to do and agency who will be
with your specific industry trends what not. affected by the change.
and unique mission needs.
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AI / ML – Keys to Effective Pilots
Efficient Resources: Motivated Clear Structured Clear
workflow AI tools & leaders & business & Clean Outputs &
Scientists AI Ready case & Data
Workforce Use Case Success
Criteria
Successful AI Pilots
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GAI HyperCAP 2.0 Reference Architecture
COMPLIANC & CYBER IT & BUSINESS OPERATIONS AI/ML/DEEP LEARNING
FISMA Cyber and IT Business Smart Edge GPU
& RMF & Insider Operational Analytics Analytics Accelerated
FITARA Threat
Compliance Analytics Application Federated Smart
Detection & Analytics Analytics Biometrics
Remediatio and Video
Analytics
n
REAL TIME INDEXING & SEARCHING MACHINE DATA
SCALE–OUT GPU ACCELERATED DEEP LEARNING MULTIPLE
INTEGRATED WEB‐SCALE HYPERCONVERGED APPLIANCE HW USE–CASES
OPTIMIZED
SOLUTION
GAI PROFESSIONAL SERVICES + PROJECT MANAGEMENT
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What is GAI Doing to Enable AI ?
01 AI Educational Workshops AI Technology & 02
Solution Enablement
AI Workshop & Market
Research for Business AI Ready Technology Bundles,
Decision Makers & Technical Full Solution Stack, Solution
Decision Makers Design, Proof of Concepts
(POC)
Artificial
Intelligence,
Machine Learning
& Deep Learning.
03 Professional Services Contract Vehicles & 04
Procurement
Professional Services, Project
Management, Technology GWACs, NASA SEWP-V, ITES-
Lifecycle Management, 3H, CIO-SP3, DHS First
Subject Matter Experts, Source, OTAs
Ongoing Support.
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Prem Jadhwani
Chief Technology Officer
Government Acquisitions Inc.
Prem.Jadhwani@gov‐acq.com
703‐554‐3827
“Dedication is our DNA….
Mission is our mindset! ”
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