Dell Technologies Solution: Distributed Deep Learning Infrastructure for Autonomous Driving

• 1

  Overview
• 2

  Revisions
• 3

  We value your feedback

• 1

  DL in ADAS Development
• 2

  ADAS Development Cycle
• 3

  Challenge of DL Training Workload for ADAS

• 1

  Key Components
• 2

  PowerScale Storage for DL
• 3

  Dell PowerEdge C4140 Server
• 4

  NVIDIA V100 GPU
• 5

  Bright Cluster Manager
• 6

  DL Frameworks

• 1

  Reference Architecture
• 2

  ADAS Deep Learning Reference Architecture
• 3

  Autonomous Drive Ecosystem

• 1

  Design Considerations for Distributed ADAS / AD DL Training Solution
• 2

  Datasets Preparation
• 3

  Data Ingestion and Data Management
• 4

  Data Transform
• 5

  Data Model Training

• 1

  Infrastructure

• 1

  ADAS DL Training Performance and Analysis
• 2

  ADAS Dataset and CNN Models
• 3

  Hardware and Software Configuration
• 4

  Test Methodology
• 5

  Test results and performance analysis
• 6

  Conclusion

• 1

  Summary

• 1

  Technical support and resources