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.
Complete Product Management Certification
0 milestones · 12 weeks
Earn an accredited PM certification (AIPMM CPM, Pragmatic Institute, or equivalent) with exam result as proof.
Physiology Mastery
0 milestones · 16 weeks
Demonstrate functional understanding of human physiology across major body systems. Proof requires: (a) system-by-system concept maps created independently (not copied or…
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.
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