Push the boundaries of AI. Conduct original research, publish papers, and explore cutting-edge techniques.
Before starting this specialization path, you should have completed:
These 4 projects form the core of your specialization. Each builds on previous knowledge and produces a portfolio-worthy addition.
Research and implement innovative RAG approaches with published benchmarks.
Research optimal agent architectures for different problem classes.
Research and publish findings on efficient fine-tuning methods.
Investigate interpretability and explainability in large language models.
ML Research Scientist
$140K - $320K+
(Varies by location, company size, and experience)
Master core GenAI concepts and skills at a sustainable pace
Understand skills, projects, and career goals
Begin the first specialization project
Complete all 4 projects and build your portfolio
Apply skills to job search or entrepreneurship
First, complete the main roadmap levels. Then come back here to dive into these specialization projects.