Become a Job-Ready AI Engineer in 2026: The Ultimate 7-Video Practical Roadmap
In 2026, the demand for skilled AI Engineers who can build, fine-tune, and deploy Generative AI and Agentic AI systems is exploding. Companies want professionals who don’t just understand theory — they deliver production-ready solutions.
This carefully curated series by Satyajit Pattnaik gives you a complete, hands-on roadmap — from running open-source LLMs locally to building intelligent agents and deploying them on the cloud.
The Complete Step-by-Step Learning Path:
1. Foundation: Run Powerful Open-Source LLMs Locally
Master Ollama to run LLMs on your own machine — the essential starting point for any AI Engineer.
👉 https://youtu.be/OJ8TBDxLxkA?si=HwifTjiRi3fP-UCi
2. When & How to Fine-Tune LLMs
Deep comparison of RAG vs Fine-Tuning + Quantization techniques. Understand real decision-making in production.
👉 https://youtu.be/mZlCHGNGW5k?si=mu5ThhT3MdDampUj
3. Production-Grade Fine-Tuning: LoRA & QLoRA
Learn the most efficient PEFT methods used by top AI teams to fine-tune large models without breaking the bank.
👉 https://youtu.be/CRFON_RPa_E?si=oGRhwN8kwMd63X4W
4. Build Advanced Agentic AI Systems
Move beyond simple chatbots. Master LangGraph to create reliable, multi-step, autonomous AI agents.
👉 https://youtu.be/WXij_EQJRj8?si=hboE1x34_Z1YbHm-
5. Rapid Multi-Agent Development
Build collaborative AI teams in minutes using CrewAI — perfect for complex workflows.
👉 https://youtu.be/lTwDAHVznlU?si=RA1QOVWRaFvIvSW2
6. Deploy to Production on AWS
Take your Generative AI applications from notebook to live production using AWS EC2 and best practices.
👉 https://youtu.be/sUSOG8FLEzk?si=UwbWQOKEhr4ooKN6
Full Playlist for Deeper Mastery:
👉 https://youtube.com/playlist?list=PLymcv5WXEpKixX6HiczULVbJnbhv0KE-K
Pro Tips to Maximize Value:
- Follow the exact order for smooth progression
- Code along actively and build mini-projects after each video.
- Focus on practical implementation create a RAG chatbot, then turn it into an agent, and finally deploy it.
- Document your projects they’ll become your strongest portfolio pieces.
By dedicating consistent time to this roadmap, you’ll gain in-demand, production-ready AI Engineering skills that can help you land roles or freelance opportunities faster.
Start today, The AI revolution rewards those who build.
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