Roadmap to Mastering Agentic AI -NareshIT
- 1. Roadmap to Mastering Agentic AI https://nareshit.com/courses/data-science-online-training
- 2. Introduction to Agentic AI What is Agentic AI? How it differs from traditional AI Key capabilities: autonomy, decision-making, adaptability Real-world examples (self-driving cars, intelligent assistants, automated research agents)
- 3. Why Agentic AI Matters in 2025 and Beyond Growing need for autonomous systems Efficiency gains in business processes Real-time decision-making potential Industry adoption trends
- 4. Learn Python, Data Science, and Machine Learning basics Understand neural networks and deep learning Explore reinforcement learning (RL) basics Recommended tools: TensorFlow, PyTorch, Scikit-learn Build Strong AI Fundamentals
- 5. Master Reinforcement Learning (RL) Why RL is core to Agentic AI Key concepts: agents, environments, rewards, policies Study Q-Learning, Deep Q-Networks (DQN), PPO Hands-on practice with OpenAI Gym environments
- 6. Integrating RL with planning algorithms Multi-agent systems and coordination Adaptive and self-improving agents Example: AI-driven financial trading bots Learn Autonomous Decision- Making Systems
- 7. Work with AI-Orchestration Frameworks LangChain, Auto-GPT, BabyAGI Connecting multiple AI models for autonomous workflows Using APIs and agents together Case study: Automated research assistant
- 8. Choose a domain (healthcare, finance, robotics, gaming) Prototype →test →iterate Deploy on cloud (AWS, Azure, GCP) Monitor and refine with feedback loops Build Real-World Agentic AI Projects
- 9. Ethics, Safety & Regulation AI alignment and safe decision-making Bias detection and transparency Compliance with AI regulations (EU AI Act, global policies) Building trustworthy AI agents
- 10. Your Learning Path & Next Steps Suggested timeline (Beginner →Intermediate →Advanced →Expert) Continuous learning via research papers & AI communities Networking with AI professionals Final motivation: “Build agents that think, learn, and act for good” https://nareshit.com -