RoadmapBeginner
Ai Learning Roadmap
Follow a clear sequence from Ai literacy and data foundations to applications, evaluation and responsible deployment.
- 10 learning stages
- Progress checkpoints
15 minMarkdown
Cheat SheetBeginner
Ai Foundations Cheat Sheet
Compare Ai, Machine Learning, Deep Learning, Generative Ai, algorithms, models and essential workflow terms.
- Core definitions
- Important distinctions
10 minMarkdown
WorksheetBeginner
Ai Problem Definition Worksheet
Turn a broad idea into a clear problem, user need, desired outcome, boundary and measurable success condition.
- Problem framing
- Success evidence
20 minMarkdown
ScorecardBeginner
Ai Use-Case Selection Scorecard
Compare candidate ideas using value, data readiness, feasibility, adoption, risk and implementation effort.
- Weighted scoring
- Stop conditions
25 minMarkdown
CanvasBeginner
Ai Solution Canvas
Plan the complete solution across users, inputs, Ai capability, outputs, evaluation, operations and responsible use.
- One-page project map
- Decision prompts
30 minMarkdown
ChecklistBeginner
Data Readiness Checklist
Review relevance, access, consent, quality, labels, coverage, leakage, security and ongoing ownership.
- Data quality checks
- Governance checks
20 minMarkdown
Cheat SheetIntermediate
Algorithm Selection Cheat Sheet
Match classification, regression, clustering, forecasting and recommendation problems with strong starting methods.
- Task-to-method map
- Baseline guidance
15 minMarkdown
WorksheetBeginner
Prompt Design Worksheet
Define the task, context, constraints, evidence, output structure and evaluation examples for a reliable prompt.
- Prompt drafting
- Test-case table
20 minMarkdown
Report TemplateIntermediate
Model Evaluation Report
Document the evaluation question, test data, baseline, metrics, group results, failure cases and decision.
- Metric table
- Release decision
30 minMarkdown
ChecklistBeginner
Responsible Ai Checklist
Check purpose, affected people, privacy, fairness, safety, transparency, oversight and incident response.
- Pre-release review
- Human oversight
20 minMarkdown
DocumentationIntermediate
Model Card Template
Record intended use, training background, evaluation results, limitations, risks and maintenance ownership.
- Transparent documentation
- Known limitations
30 minMarkdown
ChecklistIntermediate
Deployment & Monitoring Checklist
Verify serving, access control, rollback, latency, quality monitoring, drift alerts and operational ownership.
- Release readiness
- Monitoring plan
25 minMarkdown
