artificial intelligence today - dell technologies us€¦ · artificial intelligence today a...
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Artificial Intelligence TodayA Challenge to Consider
82% see AI value for CX
85% see value in using AI for
internal operations
87% report one or more
data pipeline challenges
44% report increasing customer
engagement
55% say AI/ML has improved asset tracking and lowered operational
costs
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50% of current users in
production say AI has enhanced
their understanding of customers
Outcomes of current AI use cases
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Use Case:AI in the Workplace of the
Future
AI driving changes in the workplace
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How Dell Technologies makes AI Real
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Keys to AI success
AI fuel
Data Compute
AI engine AI drivers
Expertise
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Putting data to work
Throughput
1 MB/s
1 GB/s
10 GB/s
100 GB/s
1 TB/s
Data Analytics
`
Machine Learning Deep Learning
Concurrent
calculations
10
100
1,000
10,000
100,000
1,000,000
10,000,000
1
100s -10,000s cores, accelerators10s - 100s cores1-10s cores
Data scale1GB 1TB 1PB 100PB
Structured data
Labelled semi-structured data
Unlabeled, unstructured data
AI On Dell
AI In Dell
AI For Dell
IoT
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AI Solutions
AI On DellAI Data Management
AI Ecosystem
The AI Platform
AI Optimized Compute
AI Optimized Storage
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Intelligent Storage Optimizations
AI In Dell
Intelligent Management and Orchestration
Intelligent Workload Placement
Intelligent Accelerator Optimizations
Intelligent Fabric Management
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Services Optimizations
AI For Dell
Parts Failure PredictionRepair Time PredictionGuided Path Resolution PredictionFraud Prediction
Supply Chain OptimizationsQuality IssuesCost PredictionCommodity Demand ForecastingLarge Order DisruptionDynamic Inventory
Robotic Process AutomationChat BotsOnline RecommendationsFacial RecognitionCustomer Satisfaction via NPSSales Bots
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The Future of AI
Counter AI
Third Wave AI
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First Wave – Rules Base AI
Third Wave AI
Second Wave – Statistical Learning
Third Wave – Model Based
Humans Build and Tune The ModelsDecision Trees – Computer GamingReasoning
Good at Object Detection
Washing
Machine
Dog
Systems Build and Tune The ModelsNo Training NeededSystems are contextually adaptiveReasoning, Perceiving, Learning, Abstracting
Humans Build The Models, Machines TuneNeural NetsComputer Vision – Autonomous VehiclesPerceiving, Learning
Poor at Reasoning
Counter AI
Third Wave AI
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Counter AI
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AI Community is Split on AI’s Future
Counter AI Invest in Understanding and Mitigating AI challenges
It’s going to save/destroy humankindWhoever controls AI will they control the world
• Work to eliminate Algorithmic Bias• Invest in Digital and AI Literacy• Support AI policy development and
enforcement