Skills
Pick a skill. Prove it with peer-verified milestones. Start today.
Ship AI Products in Production
4 milestones · 12 weeks
Ship a real AI-powered product to production and keep it live with real users — proof is usage data and a technical post-mortem, not a tutorial.
Build an AI Agent from Scratch
3 milestones · 8 weeks
Design, build, and deploy an AI agent that takes actions in the world autonomously.
Ship an AI Product to Real Users
4 milestones · 10 weeks
Take an AI feature or product from working demo to 10 active users outside your network. Proven by real usage data, not by the code shipping.
Drug Interaction Analysis
0 milestones · 6 weeks
Analyse a real polypharmacy case for clinically significant drug interactions. Proof requires: (a) a documented case (real or realistic) with the patient's medication list…
Applied Ethics Case Analysis
0 milestones · 8 weeks
Analyse a real ethical dilemma — bioethics, AI ethics, business ethics, environmental ethics, or political philosophy — using at least two competing ethical frameworks…
Environmental Monitoring Data Collection
0 milestones · 6 weeks
Collect real environmental monitoring data from a specific named location using a documented methodology: air quality (PM2.5, NO₂, CO₂), water quality (pH, dissolved oxygen,…
Climate and Environmental Open Data Analysis
0 milestones · 8 weeks
Analyse a real named publicly available climate or environmental dataset: NOAA Global Surface Temperature, NASA GISS Surface Temperature Analysis, Copernicus Climate Change…
Environmental Policy Brief
0 milestones · 8 weeks
Write a policy brief (maximum 4 pages) on a specific real environmental issue for a specific named decision-maker — a government environment agency, a planning authority, a local…
Air Pollution Control Analysis and Sizing
0 milestones · 6 weeks
Select and size an air pollution control technology for a defined emission source and pollutant, documenting the analysis from source characterisation to technology…
Visual Identity System
0 milestones · 8 weeks
Design a complete visual identity system responding to a real or set brief. Triad: concept/ideation artifact (brief response document and moodboard documenting the strategic…
Studio Practice Development
0 milestones · 16 weeks
Documented studio practice over a minimum 12-week period developing a coherent body of work. Triad: concept/ideation artifact (artist statement and practice rationale: what…
Critical Art Research Essay
0 milestones · 10 weeks
Extended critical essay situating the student's own practice within art theory, art history, or contemporary critical discourse. Triad: concept/ideation artifact (research…
User Research & Synthesis
0 milestones · 10 weeks
User research study conducted with minimum 6 participants and synthesised to professional standard. Triad: concept/ideation artifact (research plan submitted before data…
Train Neural Networks and Tree Models (fast.ai)
2 milestones · 5 weeks
Advanced Learning Algorithms (fast.ai Practical Deep Learning for Coders), then one project of your own. Part of the Varsity Curriculum: Data Science.
Learn Setup & Tooling (AI Engineering Phase 0)
2 milestones · 4 weeks
Phase 0 of AI Engineering from Scratch: 13 free lessons, then one project of your own that is run, evaluated and documented. Part of the Varsity Curriculum: AI Engineering.
Learn Math Foundations (AI Engineering Phase 1)
2 milestones · 4 weeks
Phase 1 of AI Engineering from Scratch: 22 free lessons, then one project of your own that is run, evaluated and documented. Part of the Varsity Curriculum: AI Engineering.
Learn Deep Learning Core (AI Engineering Phase 3)
2 milestones · 4 weeks
Phase 3 of AI Engineering from Scratch: 13 free lessons, then one project of your own that is run, evaluated and documented. Part of the Varsity Curriculum: AI Engineering.
Learn Computer Vision (AI Engineering Phase 4)
2 milestones · 5 weeks
Phase 4 of AI Engineering from Scratch: 28 free lessons, then one project of your own that is run, evaluated and documented. Part of the Varsity Curriculum: AI Engineering.
Learn NLP: Foundations to Advanced (AI Engineering Phase 5)
2 milestones · 5 weeks
Phase 5 of AI Engineering from Scratch: 29 free lessons, then one project of your own that is run, evaluated and documented. Part of the Varsity Curriculum: AI Engineering.
Learn Speech & Audio (AI Engineering Phase 6)
2 milestones · 4 weeks
Phase 6 of AI Engineering from Scratch: 17 free lessons, then one project of your own that is run, evaluated and documented. Part of the Varsity Curriculum: AI Engineering.
Learn Transformers Deep Dive (AI Engineering Phase 7)
2 milestones · 4 weeks
Phase 7 of AI Engineering from Scratch: 16 free lessons, then one project of your own that is run, evaluated and documented. Part of the Varsity Curriculum: AI Engineering.
Learn Generative AI (AI Engineering Phase 8)
2 milestones · 4 weeks
Phase 8 of AI Engineering from Scratch: 15 free lessons, then one project of your own that is run, evaluated and documented. Part of the Varsity Curriculum: AI Engineering.
Learn Reinforcement Learning (AI Engineering Phase 9)
2 milestones · 4 weeks
Phase 9 of AI Engineering from Scratch: 12 free lessons, then one project of your own that is run, evaluated and documented. Part of the Varsity Curriculum: AI Engineering.
Learn LLMs from Scratch (AI Engineering Phase 10)
2 milestones · 4 weeks
Phase 10 of AI Engineering from Scratch: 24 free lessons, then one project of your own that is run, evaluated and documented. Part of the Varsity Curriculum: AI Engineering.
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