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BlueRingsLabs / no-shortcuts

Free Course : Data, Machine Learning, Deep Learning and AI Engineering, the long way round: the math, the code, the systems and the security. 173 lessons, 166 runnable labs, no shortcuts. Free under CC BY-NC 4.0.

Why this job: says: free course; topics: course

An orange octopus at a desk late at night, surrounded by books on machine learning, deep learning and security, a laptop, a notebook with a reinforcement learning diagram, and a mug that says learn, code, repeat

What it does

Every week somebody on the internet promises to turn you into an "AI Engineer" in six weeks. You watch the videos, you copy the notebook, you call model.fit(), you get 97% accuracy on a dataset that has been solved since before you were born, and you put "AI" on your CV. Then you get your first real job, somebody hands you a table with 400 million rows, a label that is wrong 8% of the time, a latency budget of 50 ms and a security team that wants to know why your chatbot just emailed the customer database to a stranger. And the six-week course has nothing to say about any of that.

Get started

No single install command. Read the steps in the README (opens in new tab)

Maintenance
Active
Last commit 13 days ago
Stars
174
+4 this week
Licence
Custom
Read before business use
Downloads for
None listed
No release files
Latest version
None yet
No releases
Built with
Python
100% of the code

Is it looked after?

Contributors
Not stated
Last 90 days
Issues
None
No issues filed
Pull requests
0 merged
0 waiting
Releases
None
Never published
  • No contributing guide
  • No security policy
  • No code of conduct

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More: languages, topics and project record

Languages

  • Python 100%

Topics

  • ai-engineering
  • course
  • data-engineering
  • deep-learning
  • llm
  • machine-learning
  • mlops
  • python
  • pytorch
  • rag
  • reinforcement-learning
  • security

Project record

  • JobLists and guides
  • StatusListed
  • Commits2
  • Forks30
  • Watching0
  • Stars in 28 days+173
  • CreatedSep 26, 2026
  • First seen by usNov 7, 2026
  • CheckedNov 8, 2026

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