Unit 1: Understanding GenAI Fundamentals
Unit 2: The GenAI Lifecycle
Unit 3: Platform Infrastructure Manager's Role
Platform Infrastructure Manager's GenAI Technical Deep Dive: Evaluation, Implementation, Optimization, Security, and Troubleshooting
A comprehensive course for Platform Infrastructure Managers to master the technical aspects of GenAI infrastructure, from evaluation to troubleshooting, enabling effective support for AI development teams.
Unit 1: Understanding Infrastructure Options
Unit 2: Evaluation Criteria for GenAI Infrastructure
Unit 3: Cloud Provider Offerings for GenAI
Unit 1: GPU Fundamentals for GenAI
Unit 2: TPU Fundamentals for GenAI
Unit 3: Comparing GPUs and TPUs
Unit 4: GPU Virtualization and Sharing
Unit 5: Specialized Hardware Accelerators
Unit 1: GenAI Storage Fundamentals
Unit 2: Deep Dive into Data Lakes
Unit 3: Feature Stores for GenAI
Unit 1: GenAI Networking Fundamentals
Unit 2: Low-Latency Networking Technologies
Unit 3: Network Security for GenAI
Unit 4: Advanced Networking for GenAI
Unit 1: Docker Fundamentals for GenAI
Unit 2: Kubernetes Fundamentals for GenAI
Unit 3: Advanced Containerization and Orchestration for GenAI
Unit 1: Compute Resource Provisioning
Unit 2: Distributed Training Setup
Unit 3: Monitoring and Optimization
Unit 1: Setting Up the Fine-Tuning Environment
Unit 2: Data Management and Transfer Learning
Unit 3: Hyperparameter Tuning and Model Evaluation
Unit 1: Introduction to Model Deployment
Unit 2: TensorFlow Serving
Unit 3: TorchServe
Unit 4: Model Management and Monitoring
Unit 1: Resource Allocation Strategies
Unit 2: Autoscaling Implementation
Unit 3: Performance Profiling and Optimization
Unit 1: Caching Strategies for GenAI
Unit 2: Load Balancing Techniques
Unit 3: Storage Cost Optimization
Unit 1: Access Control Fundamentals
Unit 2: Data Encryption Techniques
Unit 3: Secrets and Credentials Management
Unit 4: Auditing and Logging
Unit 1: Understanding Vulnerabilities in GenAI
Unit 2: Vulnerability Scanning and Assessment
Unit 3: Threat Detection and Response
Unit 4: Monitoring and Incident Response
Unit 1: Monitoring GenAI Infrastructure
Unit 2: Diagnosing Common Infrastructure Issues
Unit 3: Logging, Tracing, and Alerting