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Future-Proof Your Career: AI Manager Masterclass
Overview
Syllabus
0:00 The Lawsuit Risk: Why 95% Accuracy Fails in ProductionUrgency/Controversy
3:30 Measuring Precision: The Challenge of GenAI Metrics
6:05 RAG vs. Fine-Tuning: Choosing the Right Data-Centric Approach
10:15 Enhancing Retrieval: Hybrid Search, Vector Search, and Re-ranking
16:30 The Agentic RAG Shift: From Brains to Focused Agents
19:45 Agent Architecture Explained: Controller, Planner, and Judge
22:50 Deep Dive: Orchestrator, Hierarchical, Blackboard, and Market-Based Agent PatternsDetailed technical content
34:00 Nailing Precision: Systematic Evaluation & Monitoring SelfCheckGPT, FEVER
37:25 Scaling Agents: From Microservices to a Data Streaming Architecture KafkaArchitecture/Scaling
42:30 Real-World Use Cases: SDR, Marketing Ops, and Cybersecurity Fraud DetectionPractical application
46:00 The Text-to-SQL Precision Trap and how to fix it with templating
Taught by
InfoQ