Volume I · The Plan
Your ML Roadmap
A twelve-month curriculum, built around the resources you already own.
1
Strengthen Python
Month 1–2
▾
Topics covered
Functions & loopsLists & dicts
File handlingNumPy
PandasMatplotlib
Resources
100 Days of Python — Udemy (Days 1–30)
Programming for Everybody — U of Michigan
Python Basics — U of Michigan
YouTube: Corey Schafer Python Tutorials
1 hr daily — 30 min theory, 30 min coding. Build something every weekend.
2
Mathematics for ML
Month 2–4
▾
Topics covered
Linear AlgebraStatistics
ProbabilityCalculus intuitionGradients
Resources
Math for ML: Linear Algebra — Stanford
Khan Academy: Statistics & Probability (Free)
YouTube: 3Blue1Brown — Essence of Linear Algebra
YouTube: StatQuest with Josh Starmer
You already know sets & basic stats — that is a great head start.
3
Core Machine Learning
Month 4–7
▾
Topics covered
Supervised learningUnsupervised
Model evaluationscikit-learnFeature engineering
Resources
Machine Learning Specialization — Stanford (Andrew Ng)
Kaggle Learn: Intro to ML (Free)
YouTube: Sentdex ML Tutorials
Do at least 2 Kaggle exercises per week alongside the lectures.
4
Deep Learning & Cloud
Month 7–10
▾
Topics covered
Neural networksCNNs & RNNs
TensorFlow / PyTorchAWS SageMakerModel deployment
Resources
Getting Started with AWS Machine Learning — your course
fast.ai Practical Deep Learning (Free)
YouTube: 3Blue1Brown — Neural Networks series
Deploy at least one model to AWS, even a simple one — it teaches you a lot.
5
Projects & Portfolio
Month 10–12
▾
Topics covered
End-to-end projectKaggle competitions
GitHub portfolioTechnical writing
Resources
Kaggle competitions (beginner tracks)
GitHub (free portfolio hosting)
YouTube: Ken Jee — Data Science walkthroughs
Build 3 projects. Document everything. Write at least one blog post.
Volume II · The Tasks
To-Do List
Filter by phase. Check off as you go.
Pending
Completed
Volume III · The Curriculum
My Courses
Check a course when you complete it. Track your learning.
In Progress
Completed
Volume IV · The Record
Progress Report
A graphical account of your journey so far.