AI Engineer Roadmap 2026: ML vs GenAI vs Deep Learning | Senior AI Engineer
Join us in this comprehensive deep-dive into the world of AI with Suparna Keshav, an experienced AI engineer who transitioned from traditional software engineering to cutting-edge AI roles. Discover the real differences between AI, Machine Learning, Deep Learning, and Generative AI, plus get actionable career advice for 2026. AI Engineer Roadmap 2026: ML vs Gen AI vs Deep Learning Explained by Senior AI Engineer 🔍 What You'll Learn: Clear distinction between AI, ML, Deep Learning, and GenAI Career roadmap for freshers to become AI engineers How backend engineers can transition to AI roles The impact of AI on different age groups in tech Future of AI: AGI, ASI, and what it means for humanity Essential skills that will remain valuable in the AI era ⏰ CHAPTERS: 00:00 Teaser 00:55 Introduction & Guest Background 02:15 AI vs ML vs Deep Learning vs GenAI Explained 08:30 Evolution of AI: From Rule-Based to LLMs 15:45 Career Paths: AI Engineer vs GenAI Engineer vs ML Engineer 22:30 Can Freshers Become AI Engineers? Foundation Skills Required 28:15 Backend to AI Engineer: Complete Transition Roadmap 35:20 Ageism in Tech: AI's Impact on Different Age Groups 42:10 GenAI Hype vs Reality: Practical Applications 48:30 Agentic AI: The Next Frontier 55:00 AI Risks & Concerns: Geoffrey Hinton's Warnings 1:02:15 AGI & ASI: Superintelligence Timeline Predictions 1:08:30 Human Skills That Will Remain Valuable 1:15:00 2025 Learning Roadmap for AI Aspirants 1:22:15 Rapid Fire: Favorite Tools, Books, Predictions 🔗 Connect with Suparna: LinkedIn: / suparna-guha Company: Cynomi (Senior AI Engineer) 📚 Resources Mentioned: Kaggle for hands-on ML practice OpenAI API vs ChatGPT differences RAG (Retrieval Augmented Generation) Vector databases for AI applications 💡 Key Takeaways: Software engineering fundamentals are still crucial GenAI engineers focus on API integration and orchestration Critical thinking and human empathy remain irreplaceable AI democratization is happening faster than expected 🎯 SEO TAGS: AI Engineer Roadmap, Machine Learning Careers, Generative AI, Deep Learning, AI Career Transition, Artificial Intelligence, AI Engineer Journey, AI vs ML vs GenAI, AI Career Paths, AI Learning Roadmap, Backend to AI Engineer, AI Skills 2025, AI Interview, Tech Career Advice, AI Tutorial, Machine Learning Tutorial, Deep Learning Explained, GenAI Explained, AI Career Guide, AI Engineer Skills, Data Science, Neural Networks, AI Models, Tech Podcast, Career Development
