Noob Dev AI Practitioner
Prompt, parse, and ship your first working AI feature — no experience needed.
Every other track teaches a subject. Roles teach a job — pick a discipline and climb the exact ladder employers hire for, with role-realistic task labs at every tier.
Our flagship end-to-end paths. Start as a Practitioner with zero experience and climb all the way to Expert — each rung a little harder than the last.
From your first prompt to shipping production agents — the complete Modelplay AI path, start to mastery.
Prompt, parse, and ship your first working AI feature — no experience needed.
Structured outputs, retrieval, and evals you can actually trust.
Design agentic systems — tools, RAG, and multi-step pipelines that hold up.
Own the AI stack end to end — cost, latency, safety, and scale.
From your first trained model to owning ML in production — the complete Modelplay ML path, start to mastery.
Clean data and train your first models — start from zero.
Own a model end to end: features, validation, and honest metrics.
Design pipelines that scale — tuning, deployment, and real trade-offs.
Lead the hard calls — architecture, reliability, and models in production.
Prefer to train for a specific job title? Pick a discipline and climb the exact Intern → Senior ladder employers hire for.
Climb the ML ladder employers hire for — from your first supervised reps to owning models in production.
Clean data, train your first models, and read a metric like a pro.
Own a model end to end — features, validation, and honest evaluation.
Ship models that hold up — tuning, pipelines, and real trade-offs.
Lead the hard calls — architecture, scale, and production reliability.
Build with real models — from your first prompt to shipping agentic AI features that ship.
Prompt, parse, and wire a model into a working first feature.
Structured outputs, retrieval, and evals you can actually trust.
Tools, agents, and RAG systems that do real work reliably.
Own the AI stack — cost, latency, safety, and architecture at scale.
Turn raw data into decisions — from your first chart to owning the metrics a business runs on.
Pull, clean, and chart data to answer real business questions.
Own dashboards and metrics stakeholders actually rely on.
Turn messy data into decisions with sharp SQL and clear storytelling.
Lead analytics strategy and the data-driven culture around it.
Do the science behind the models — from your first experiment to setting the research bar.
Explore data, run experiments, and validate your first hypotheses.
Build models and tell the story the numbers actually support.
Own ML experiments end to end — from question to production.
Set the research direction and the bar for scientific rigor.
Build the pipelines everything else runs on — from your first ETL to owning the data platform.
Move and shape data through your first real pipelines.
Build reliable ETL and the warehouse teams query every day.
Design pipelines that scale, stay fresh, and never silently break.
Own the data platform — architecture, cost, and reliability.
Make software you can trust — from your first test case to owning quality across releases.
Write test cases and catch bugs before users ever do.
Automate regression suites and own release confidence.
Build test frameworks and bake quality into the pipeline.
Lead quality strategy across teams, services, and releases.
Defend the stack — from spotting your first vulnerability to owning the security posture.
Spot vulnerabilities and learn to think like an attacker.
Harden systems and respond to real security incidents.
Design defenses, run pentests, and secure the whole stack.
Own the security posture — threat modeling at real scale.
We’re building role-realistic task labs for every tier. Start on the live challenge tracks today — your progress carries over when Roles launches.