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

P3 · Stage project

Data Investigation

Not Started

Skills introduced

NumPypandasvisualizationdata-quality reportingestionschema validationreproducible transformationsdocumented lineage

Repository

Repository URL

Milestones and deliverables

Many-to-many stage relationship preserved

P3.M1 · Owned by Stage 6

Public dataset investigation

0/13

at least one ingestion path
schema and data-quality checks
deterministic transformation functions
a cleaned dataset written to `processed/`
data dictionary
reproducible notebook
descriptive analysis
at least 5 meaningful questions
visualizations
documented lineage from source to cleaned dataset
tests for transformation and validation logic
limitations
README

Open owning stage

Retrospective

What worked, what failed, and what you would change

Project evidence

Attach artifacts through the shared evidence ledger.