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

P9 · Stage project

Productionized ML

Not Started

Skills introduced

experiment trackingmodel versioning and registryML-specific CI/CDmonitoringmodel versionrollbackload/cost analysis

Repository

Repository URL

Milestones and deliverables

Many-to-many stage relationship preserved

P9.M1 · Owned by Stage 12

Productionize the Classical ML project

0/12

Docker
CI
versioned model
API
database
logging
metrics
health endpoint
monitoring plan
rollback plan
load test
cost estimate

Open owning stage

Retrospective

What worked, what failed, and what you would change

Project evidence

Attach artifacts through the shared evidence ledger.