Machine Learning practice dataset
Explore 800 synthetic observations for repeat-purchase classification, with fixed splits and a Python baseline.
Tools for your next idea.
AI project documentation template
Document the problem, data, experiments, evaluation, and reproducible setup for an AI project.
Machine Learning project checklist
Review the work from problem definition to evaluation and handover, recording evidence and follow-up actions.
Python for AI cheat sheet
Practice Python data types, functions, CSV loading, validation, and basic metrics with runnable examples.
Model evaluation guide
Choose metrics, calculate a confusion matrix, and compare models using a repeatable evaluation protocol.
AI project brief example
Plan a support-ticket classification project using a worked brief and an editable structure.
Sales practice dataset
Start with 24 transactions, then analyze 1,200 synthetic orders linked to customer records.
Customer practice dataset
Use 120 synthetic customer profiles to practice segmentation, joins, and customers with no transactions.
Marketing practice dataset
Analyze 180 campaign observations with funnel, cost, and attribution definitions.
Data analysis template
Use an editable workbook with starter data, revenue formulas, and category summaries.
Data Analyst portfolio template
Build an evidence-based project narrative from a business question to recommendations.
Data Analyst CV template
Create a clear CV with projects, skills, and achievements that can be substantiated.
Excel cheat sheet
Practice formulas, conditional aggregation, lookups, and quality checks using sales examples.
SQL cheat sheet
Practice SELECT, aggregation, LEFT JOIN, common table expressions, and ranking in SQLite.
Analysis report template
Write a concise report covering context, evidence, recommendations, limitations, and technical appendices.
KPI dashboard template
Explore a campaign workbook with CTR, CPL, ROAS, overall summaries, and charts.
Data Science learning checklist
Track evidence of learning from data and statistics to reproducible projects.
Prompting guide
Design instructions, context, examples, and evaluation for measurable generative AI tasks.
Prompt template
Use patterns for summarization, extraction, classification, and code review with example inputs and acceptance criteria.
Generative AI project brief
Plan a generative assistant or application with task boundaries, sources, evaluation, and action controls.
LLM terminology cheat sheet
Understand core LLM terms through examples and common misconceptions.
Multimodal AI use-case worksheet
Connect text, images, audio, or video to a clearly defined user decision.
AI output evaluation checklist
Review factual accuracy, sources, formatting, safety, and usefulness with a consistent rubric.
AI experiment documentation template
Compare prompt and model changes fairly using a log of results, cost, and decisions.
User persona template
Summarize user goals, behavior, barriers, and context using evidence rather than stereotypes.
User journey template
Map the experience from discovering a course to starting learning, including barriers and opportunities.
User flow template
Describe registration decisions, payment paths, and error recovery in an editable diagram.
Wireframe template
Plan desktop and mobile course-detail screens with information hierarchy, calls to action, and access states.
Usability testing checklist
Prepare, moderate, document, and synthesize task-based usability sessions.
UI/UX project brief
Align the problem, research scope, deliverables, constraints, and design success criteria.
Product design case-study template
Explain the design process from evidence of a problem to iteration and test results.
Design review checklist
Review goals, content, navigation, accessibility, responsiveness, and interface states.
Student handbook
Navigate accounts, course access, learning, assignments, support, and privacy.
Course roadmap
Follow the 20 Introduction to Artificial Intelligence units with practice and evaluation checkpoints.
Learning progress tracker
Track topic status, practice time, evidence of learning, and next actions in a workbook.
Study planner
Plan seven days of study with goals, time allocation, deliverables, and reflection.
Assessment preparation checklist
Review concepts, practice, equipment, and rules before starting an assessment.
Project submission template
Connect your problem, code, results, tests, and reflection in a clear submission.
Certificate guide
Understand eligibility, issuance, name checks, PDF files, and public verification choices.
Pyronyx Academy brochure
Explore the learning areas, practical experience, and ways to start with Pyronyx Academy.
Course catalog
Browse a snapshot of 37 courses with levels, scope, prerequisites, projects, and availability.