Detailed Course Outline
- Fundamentals of AI
- Generative AI
- AI Use Cases
- AI-ML Clusters and Models
- AI Toolset—Jupyter Notebook
- AI Infrastructure
- AI Workloads Placement and Interoperability
- AI Policies
- AI Sustainability
- AI Infrastructure Design
- Key Network Challenges and Requirements for AI Workloads
- AI Transport
- Connectivity Models
- AI Network
- Architecture Migration to AI/ML Network
- Application-Level Protocols
- High-Throughput Converged Fabrics
- Building Lossless Fabrics
- Congestion Visibility
- Data Preparation for AI
- AI/ML Workload Data Performance
- AI-Enabling Hardware
- Compute Resources
- Compute Resource Solutions
- Virtual Resources
- Storage Resources
- Setting Up AI Cluster
- Deploy and Use Open Source GPT Models for RAG
- AI Infrastructure Operations and Monitoring
- Troubleshooting AI Infrastructure
- Troubleshoot Common Issues in AI/ML Fabric