AI ENGINEER
Build intelligent systems. From machine learning fundamentals to production AI applications and LLM engineering.
- →Train a simple image classifier using TensorFlow/PyTorch and share the notebook with accuracy metrics on social media
- →Build a basic chatbot using an LLM API and share a demo video of 3 conversations on LinkedIn
- →Build a RAG pipeline with vector embeddings and document the architecture — share a demo with before/after accuracy
- →Deploy an ML model as an API endpoint with monitoring — post the architecture and latency benchmarks
roadmap.sh
Curated learning path from basic mathematics and ML libraries to production LLM agent architecture.
GeeksforGeeks
Foundational AI algorithms, NLP models, heuristic searches, and deep neural nets explained.
Hugging Face Docs
Official implementation guides for Transformers, Diffusers, Datasets, and Spaces deployment.
Preparation Street — AI Engineer
Curated additional study materials and practical guides for AI Engineer.
Ultimate AI Engineer Roadmap 2026
Curated additional study materials and practical guides for AI Engineer.
DataCamp Python Courses
Curated additional study materials and practical guides for AI Engineer.
Brolly AI — Python + Gen AI
Curated additional study materials and practical guides for AI Engineer.
Stanford CS229 Playlist
Curated additional study materials and practical guides for AI Engineer.
HuggingFace Agents Course
Curated additional study materials and practical guides for AI Engineer.
DeepLearning.AI — MCP with Anthropic
Curated additional study materials and practical guides for AI Engineer.
DeepLearning.AI — Vector Databases
Curated additional study materials and practical guides for AI Engineer.
DeepLearning.AI — Advanced RAG
Curated additional study materials and practical guides for AI Engineer.
DeepLearning.AI — LLMOps
Curated additional study materials and practical guides for AI Engineer.
AI Engineering From Scratch
Curated additional study materials and practical guides for AI Engineer.
AI/ML Roadmap from Scratch (GitHub)
Curated additional study materials and practical guides for AI Engineer.