All Paths
Path / Data & ML
TURN DATA INTO DECISIONS.
Statistics and ML fundamentals, grounded in real datasets, all the way to a shipped model.
Start This Path10 WEEKS06 BUILDS18 SKILLS03 REVIEWS
MentorFox
Project 01
Forecasting Model
A time-series model that predicts demand from historical data.
PythonPandasscikit-learn
10WEEKS
06BUILDS
18SKILLS
03REVIEWS
02ASSESSMENTS
What you'll build
Real projects. Portfolio-worthy.
01 /
FORECASTING MODEL
A time-series model that predicts demand from historical data.
Tech
Python · Pandas · scikit-learn
Skills
Time series · Feature engineering · scikit-learn
02 /
RECOMMENDATION ENGINE
A recommender that ranks items from user behavior.
Tech
Python · Embeddings · Postgres
Skills
Embeddings · Ranking · SQL
03 /
ML PIPELINE
An end-to-end pipeline from raw data to a served model.
Tech
Python · Airflow · Docker
Skills
Pipelines · Airflow · Model serving
Curriculum
How the path is structured.
Capability
What you'll be able to do.
BUILD
- Python
- scikit-learn
DATA
- Pandas
- SQL
- Airflow
SHIP
- Docker
VALIDATE
- Project review
- Skill assessment
- Human feedback
Guidance
You're not learning alone.
AI Guidance
- Next-step recommendations
- Concept explanations
- Practice generation
- Project review
Mentor Validation
- Project feedback
- Architecture review
- Assessment
- Human guidance
Learn→AI Guides→Build→AI Reviews→Mentor Reviews→Validated
Proof
Evidence, not a completion badge.
Projects+Practice+Assessment+Mentor Review
Validated Skills
Python
Pandas
scikit-learn
SQL
Airflow
Docker
Credential
What you'll have at the end.
FAQ
Questions.
Programs in this path
- Data Analyst ProgramTurn raw data into decisions stakeholders can act on.
- Data Science & Machine Learning ProgramBuild, evaluate and ship a trained model.