First ML Project
This is where it all comes together. A complete project is the proof — for you and for others — that you can actually do ML.
Learn it
Combine everything: pick a problem and dataset, clean the data, engineer features, train and evaluate models, and communicate honest results. Real work, not a tutorial you follow.
By the end you’ll be able to
- Take a dataset end-to-end
- Report honest results
Free resources
- Kaggle — Titanic Tutorial (Alexis Cook)(opens in a new tab)Start here
Official step-by-step first submission
Free~1 hr - Kaggle — Titanic competition (dataset)(opens in a new tab)
The classic beginner dataset and challenge
Free - Kaggle Learn — Intro to Machine Learning(opens in a new tab)
End-to-end workflow from data to model
Free3 hr
Practice
Choose a dataset you find genuinely interesting and frame one clear predictive question.
Build it — your output
A complete, documented project (notebook + short README): problem → data → cleaning → model → honest evaluation → what you’d improve. This is your portfolio piece.
Prove it — check yourself
You’re ready to move on when you can honestly say yes to each:
- Did you take a dataset end-to-end yourself?
- Are your results evaluated honestly on test data?
- Could someone else understand your project from the README?
Do it with AI
Use a free AI tool as your tutor and pair-programmer. Copy a prompt below into Claude, ChatGPT, or Gemini (for building, try Cursor or Copilot).
The habit: Try it yourself first — a little struggle is where the learning actually happens. Then ask for a hint before the answer — never copy blindly.
- Understand itClaude / ChatGPT / Gemini
I'm a beginner learning "First ML Project". Explain it in simple terms with a real-world analogy, then ask me ONE question to check my understanding — don't reveal the answer.
- PracticeClaude / ChatGPT / Gemini
Give me 3 short practice problems on "First ML Project" (my goal: take a dataset end-to-end), from easy to hard. Don't include the solutions yet — I'll try them first, then ask you to check.
- Get unstuckClaude / ChatGPT / Gemini
I'm stuck on this exercise about "First ML Project": [paste your attempt here]. Give me ONE small hint to move forward — do NOT give me the full solution.
- Build & reviewCursor / Copilot
Here is my work for a "First ML Project" task: [paste your code or answer]. Review it: point out what's wrong and WHY, and suggest improvements — but let me make the fixes myself.
- Prove itClaude / ChatGPT / Gemini
Quiz me on "First ML Project". Ask me 5 questions one at a time, wait for my answer each time, then tell me if I'm right and briefly why.