RRoadmap OSApplied AI/ML

Workspace

Roadmap

Full Roadmap First 30 Days Stage 0 · Developer Foundations Stage 1 · Python Programming Stage 2 · Git + Software Engineering Basics Stage 3 · Databases + SQL Stage 4 · Web + HTTP + APIs Stage 5 · Data Structures + Algorithms Stage 6 · Data Analysis + Data Engineering Foundations Stage 7 · Math for Machine Learning Stage 8 · Classical Machine Learning Stage 9 · Deep Learning + PyTorch Stage 10 · Transformers + LLM Foundations Stage 11 · Applied AI Systems Stage 12 · MLOps + Production ML Stage 13 · AI Evaluation + Security Stage 14 · Capstone + Job Readiness

Build

Project Ladder Evidence

Progress

Progress Hub Competencies Weekly Logs Stage Gates

Reference

Resources Tutor Prompts Learning Rules Weekly System Scope Control

System

Actual progression0/15

Stage 0 · Week position 1

Week 1

P5 · Stage project

Tabular ML System

Not Started

Skills introduced

scikit-learnbaselinespipelinesevaluationerror analysisinference API

Repository

Repository URL

Milestones and deliverables

Many-to-many stage relationship preserved

P5.M1 · Owned by Stage 8

Tabular ML Product

0/14

problem statement
baseline
dataset validation
train/validation/test
preprocessing pipeline
>= 3 model families
model comparison
hyperparameter tuning
slice/error analysis
final metric rationale
model artifact
FastAPI inference endpoint
tests
Dockerfile

Open owning stage

Retrospective

What worked, what failed, and what you would change

Project evidence

Attach artifacts through the shared evidence ledger.