AIByDM is a guided AI learning product, not a pile of tabs.
Follow a connected path from foundations to production AI with structured tracks, project ladders, roadmap unlocks, local progress tracking, and an open-source community that helps you keep shipping.
Tracks
17
Connected paths from foundations to enterprise AI.
Lessons
136
Short, structured lesson briefs with next steps.
Projects
68
Practice ladders from starter sprint to capstone.
Practice
7
Assessment prompts and reinforcement loops.
Learning cockpit
Know where you are and what to do next.
Lessons done
0/ 136
Tracks open
1
Current streak
0d
Recommended route
The next best milestones are already waiting.
AIByDM uses your local progress and prerequisites to surface the clearest next tracks instead of leaving you to assemble a learning journey alone.
AI Foundations
This is a strong starting point if you want to build the foundation first.
Agent Engineering
Finish the prerequisite tracks first to unlock this path cleanly.
AI Governance
Finish the prerequisite tracks first to unlock this path cleanly.
Curriculum architecture
Four stages, visible prerequisites, no dead ends.
Each stage makes your current position obvious, keeps track status visible, and shows the next unlock before you arrive there.
Stage 01
Core Foundations
Build mental models, coding fluency, and mathematical intuition before scaling up.
AI Foundations
2 weeks / Beginner
Learn how modern AI systems are framed before you start choosing tools.
Python for AI
3 weeks / Beginner
Move from syntax familiarity to practical data and tooling fluency.
Mathematics for AI
3 weeks / Beginner
Build intuition for the math that shows up inside every modern model.
Machine Learning
4 weeks / Beginner
Learn the supervised learning workflow from features to evaluation and ensembles.
Stage 02
Model Builder
Move from theory into deep nets, vision, language, transformers, and generative workflows.
Deep Learning
4 weeks / Intermediate
Go from matrix operations to trainable neural systems with stable workflows.
Computer Vision
4 weeks / Intermediate
Learn how models interpret images, localize objects, and survive real deployment conditions.
NLP
4 weeks / Intermediate
Understand text pipelines from tokenization and features to task-specific evaluation.
Transformers
4 weeks / Intermediate
Understand attention, scale, and adaptation patterns behind today's model families.
Generative AI
3 weeks / Intermediate
Turn model capability into reliable generation workflows across text, image, and multimodal tasks.
Stage 03
Systems Engineering
Turn models into reliable products with retrieval, agents, MLOps, security, and operations.
LLM Engineering
4 weeks / Intermediate
Turn language models into dependable software systems with contracts, guardrails, and evaluation loops.
RAG Engineering
4 weeks / Intermediate
Build retrieval systems that improve grounding instead of simply adding more context.
Agent Engineering
4 weeks / Intermediate
Build tool-using systems that plan, act, and recover under clear operational constraints.
AI Security
3 weeks / Intermediate
Threat-model AI systems so prompt abuse, data leakage, and tool misuse do not surprise you in production.
MLOps
4 weeks / Intermediate
Build the delivery pipeline that turns experiments into repeatable, monitorable ML services.
Production AI Systems
4 weeks / Advanced
Engineer for reliability, latency, observability, and incident response once AI is customer-facing.
Stage 04
Enterprise Leadership
Scale governance, adoption, and portfolio strategy across teams, risk, and business outcomes.
Platform surfaces
One system to learn, search, practice, assess, and collaborate.
AIByDM is organized like a product ecosystem. Every surface supports the same journey instead of competing for your attention.
Learn
Structured learning paths, local progress, project ladders, and roadmap unlocks.
Open learn platformTools
Practical tooling context for local LLMs, frameworks, vector search, and delivery workflows.
Browse tool stackGames
Fast reinforcement layers for recall, fluency, and interview rhythm.
Open game labExams
Question banks with explanations and topic coverage to validate what is sticking.
Review assessmentsNewsletter
Release signal for what shipped, what changed, and what the learning system is building next.
Read release signalCommunity
Clear contribution lanes, discussion spaces, roadmap visibility, and community operating rhythm.
Enter community hubSearch
Search tracks, lessons, modules, and projects without losing your place in the roadmap.
Search the curriculumOpen-source by design
Learn in public. Improve the platform together.
The platform is built to grow with contributors. Curriculum, tooling guides, games, exams, launch storytelling, and product UX all have visible lanes for contribution.
Contributor-ready
Documentation, roadmap, release notes, and contribution guides are visible from the repo.
Static-first
GitHub Pages compatibility, SEO, and local-first progress keep the experience fast and portable.
Progress with context
Every major screen answers where you are, what you can do, and what to learn next.