Back to All Paths
🧪

Data Scientist & ML Engineer

Build the AI that powers the future

Master the models, pipelines, and algorithms that make AI possible

Data ScientistML EngineerResearch ScientistApplied Scientist

Skills to Master

Track your progress as you build AI capabilities. Click the star to add skills to your learning list, and check them off as you master them.

Your Progress

0 of 16 skills completed

0%

0 in progress

Career Milestones

Real-world achievements to aim for. Complete these to earn XP and level up your career.

Milestone Progress

0 of 4 milestones completed

0 XP

1000 XP total available

Build Your First LLM App

+100 XP

Create a chatbot or RAG system using an existing LLM

Fine-tune a Model

+200 XP

Customize an open-source model for a specific task

Deploy to Production

+300 XP

Ship an ML model that serves real users

Build an End-to-End Pipeline

+400 XP

Create a complete ML pipeline from data to deployment

Learning Resources

course

DeepLearning.AI LLM Specialization

tool

Hugging Face Transformers

book

Designing Machine Learning Systems

by Chip Huyen

Need More Tools?

Explore our interactive AI tools to accelerate your learning.

Want Guidance?

Get personalized mentoring to accelerate your AI career journey.

Explore Other Paths

Curious about other roles? Check out these career journeys too.

🎯

Product Manager

Ship AI products that users love

🎨

Designer & UX Researcher

Craft delightful AI-powered experiences

⚙️

Software Engineer & Architect

Build the systems that power AI at scale