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Generative AI

Introduction to scaling Large Model training and inference using DeepSpeed

April 30, 2023April 26, 2023 by Mithil Shah

DeepSpeed library optimizes training and inference for foundational models. Learn more about its features.

Categories Amazon AWS, Machine Learning Tags Generative AI, Foundational Models Leave a comment
Agentic AI: A Practitioner's Guide
by Mithil Shah
Part I — Foundations
  1. What Is an Agentic AI System?
  2. How LLM Inference Works
Part II — Connecting Agents to the World
  1. Agent Memory Systems
  2. Retrieval-Augmented Generation
  3. Agent Interoperability — MCP and A2A
Part III — Building Reliable Agents
  1. Evaluating Agentic AI Systems
  2. Orchestration and Multi-Agent Systems
  3. The Agent Execution Harness
  4. Human-in-the-Loop and Agent Oversight
Part IV — The Ecosystem: Who Builds What
  1. Anthropic — Claude, the Agents SDK, and MCP
  2. OpenAI — Assistants, the Agents SDK, and Tools
  3. Hyperscalers — AWS, Google, and Azure
  4. Open Source — LangGraph, AutoGen, CrewAI, and Beyond
Part V — Production and Security
  1. Security, Trust, and Adversarial Robustness
  2. Deploying Agents in Production
Part VI — Frontier
  1. Where Agentic AI Is Heading
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