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Bug by Design

AI and machine learning courses, an accountability community and 1:1 career guidance. Build, break, debug, grow.

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Courses

Pick your track

Every lesson ends with “The Bug”: one common mistake, broken on purpose and fixed on screen.

For students and anyone with under a year of work. Goal: first internship or first AI job.

S1Free preview

AI Career Compass for Students

Pick a role and plan your first 90 days around college.

4,200 enrolled1.5 hrs
S1 · 1.5 hrs
  1. The AI job map
  2. Skills audit
  3. Choosing your lane
  4. 90-day roadmap around college
  5. Learning systems that stick
  6. Capstone: publish your roadmap
View course →
S2Builder

ML Foundations, Debugged

Core ML taught through broken models.

3,100 enrolled4 hrs
S2 · 4 hrs
  1. How machines learn
  2. Python data toolkit
  3. Regression and bias–variance
  4. Classification and metrics
  5. Trees and boosting
  6. Data leakage and classic bugs
  7. Neural networks with PyTorch
  8. Capstone: end-to-end project
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S3Builder

GenAI for Beginners

Prompts, LLM APIs and your first RAG chatbot.

2,600 enrolled2.5 hrs
S3 · 2.5 hrs
  1. What LLMs are
  2. Prompting basics
  3. Your first API call
  4. Embeddings visually
  5. Build a simple RAG chatbot
  6. Capstone: study-helper bot
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S4Builder

Land Your First AI Role

Internships, placements and your first offer.

1,900 enrolled2 hrs
S4 · 2 hrs
  1. Resume with no experience
  2. Portfolio over CGPA
  3. Internships
  4. Campus vs off-campus
  5. Fresher interviews
  6. LinkedIn and cold emails
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