Many of you asked for an AI Agent learning roadmap recently Here's a fresh, comprehensive guide based on the latest trends... AI Agents are shaping the future of AI in 2025 and beyond. But getting started can feel overwhelming if you don't have a clear direction. To help you, I’ve attached a detailed roadmap made in collaboration with experts. 📌 Level 1: Basics of ML and GenAI - Basics of Python and Typescript Key Concepts to Learn: a. Data types and control structures. b. File I/O operations. c. Introduction to simple networks. - Basics of Machine Learning Key Concepts to Learn: a. Types of Machine Learning (Supervised, Unsupervised, Reinforcement). b. Neural Networks and Deep Learning fundamentals. c. Basics of Reinforcement Learning. - Basics of API Wrappers Key Concepts to Learn: a. Understanding different API types. b. Building GPT-based wrappers. c. Authentication and secure API communication. - Basics of Prompt Engineering Key Concepts to Learn: a. Chain of Thought and Graph of Thought prompting. b. Zero-shot and Few-shot techniques. c. Designing role-based prompts. - Basics of LLMs Key Concepts to Learn: a. Transformer models and MoE (Mixture of Experts). b. Fine-tuning LLMs for custom tasks. c. Understanding context windows. 📌 Level 2: Deep Dive into RAGs and AI Agents - Basics of RAGs Key Concepts to Learn: a. Embeddings and vector databases. b. Retrieval and generation models. - Basics of AI Agents Key Concepts to Learn: a. Different types of agents and their design patterns. b. Tools and agent memory management. - AI Agent Frameworks Key Concepts to Learn: a. Orchestration, planning, and feedback loops. b. Streaming agent workflows. - Multi-Agent Systems Key Concepts to Learn: a. Communication patterns and hand-offs. b. A2A (Agent-to-Agent) Protocols. - Evaluation and Observability Key Concepts to Learn: a. Metrics for evaluation (latency, stress tests, logging). b. Building observability for scalable AI agents. This roadmap will help you move much faster in mastering AI agents! I’ve even attached free learning sources in the comments to get you started. If you are a business leader, we've developed frameworks that cut through the hype, including our five-level Agentic AI Progression Framework to evaluate any agent's capabilities in my latest book. 🔗 Book info: https://amzn.to/4irx6nI Save 💾 ➞ React 👍 ➞ Share ♻️ & follow for everything related to AI Agent | 30 comments on LinkedIn