Build an interview-ready ML portfolio in 12 weeks —
designed for physics/engineering grads.
Weekly plan + GitHub reviews + real end-to-end projects.
Ship a portfolio you can defend in interviews.
$200/month • Cancel anytime
Courses don’t turn into job-ready portfolios by default.
Most people learn ML through videos and notebooks.
Then job hunting starts—and they realize:
- their GitHub looks like tutorials,
- their projects aren’t end-to-end,
- they can’t explain choices in interviews,
- and they don’t know what to do next week.
What you’ll have in 12 weeks
2 completed, interview-ready ML repositories
Clean structure + clear README + results. You won't just "finish projects", you'll finish projects you can defend.
A GitHub profile that signals real ability
Not “I followed a tutorial”. Real work that shows you can code and solve problems.
Confidence explaining decisions
Data cleaning, baselines, evaluation, error analysis - you'll know why you did what you did.
A weekly execution system
So you don’t stall or drift. Consistent progress every week.
How it works (async + structured)
1 Onboard (Day 1–2)
We clarify your goals and current level. You get your first plan and project track.
2 Weekly execution loop (Weeks 1–12)
Each week you get clear next steps. You submit work. I review your GitHub and tell you exactly what to fix next.
3 Ship + polish (final weeks)
We refine repo quality: narrative, README, evaluation clarity, limitations, and how to talk about it in interviews.
What you get
Portfolio + Projects
- 27 ready-to-run end-to-end ML projects (easy / intermediate / advanced)
- Personalized project selection (based on your goals + level)
- End-to-end workflow: problem framing → data → modeling → evaluation → interpretation
- Repo structure + README templates so your work is presentable
Guidance + Retention
- Weekly personalized plan (async)
- GitHub reviews + specific feedback (what to improve this week)
- My Engram adaptive learning: active recall + spaced repetition for retention
- Ongoing direction so you always know the next step
No live sessions. This is for people who want to ship real work with guidance—not attend classes.
Proof: real GitHub improvements
Student (Physics background) — Repo transformation
- Before: scattered notebooks, unclear objective, weak README
- After: complete repo with clean structure, clear README, evaluation + results
- What changed: weekly plan + GitHub feedback + iterative improvements
“I finally knew what to do each week, and my GitHub stopped looking like tutorials.”
Is this for you?
This is for you if:
- You have a STEM background (physics/engineering/math) and want DS/ML industry roles
- You know basic Python (pandas + numpy basics is enough)
- You can commit ~5–10 hours/week
- You want structure, feedback, and portfolio quality—not more videos
Not for you if:
- You want live classes or community-first learning
- You’re starting from zero programming
- You don't know college level math
Pricing
$200 / month
12-week Portfolio Sprint (paid monthly)
Cancel anytime
- Weekly plan + guidance (async)
- GitHub review + feedback
- Projects + My Engram retention system
If it’s a fit, you can start immediately and get your Week 1 plan within 24 hours.
Frequently Asked Questions
No—this is guided execution: weekly plan + feedback + shipping projects.
No. Everything is async so you can work on your schedule.
Usually 5–10 hours/week.
Great—this turns course knowledge into an interview-ready portfolio.
End-to-end ML projects on real datasets, focused on clarity, evaluation, and presentation.
No. We guarantee a structured process and portfolio quality improvements; hiring depends on many factors.
If within the first 14 days you feel it’s not worth it, email me and I’ll refund you.
If it’s a fit, you’ll get a short onboarding form (goals, background, time per week). Within 24 hours you’ll receive your first Week 1 plan and the project track we’ll start with.
Ready to stop guessing and start shipping?
Book a 15-minute fit call. I’ll show you the 12-week path and examples of what “good” looks like.
Book a 15‑min Fit Call14‑day money-back guarantee