AI Engineer Roadmap for Software Engineers
Software Engineers are most suited to become AI engineers because,
AI Engineer = Software Engineer (backend) + LLM/AI model understanding + AI system design
Many software engineers today want to learn AI because that's where the future is. They start by becoming integrator which is they call LLM apis from their current software to build AI features and later on they can fine tune LLMs or train an ML/DL model from scratch.
In this video, I will show you a most practical roadmap using which you learn AI engineering by levering your current software engineering skills.
Roadmap PDF: https://cod…
Watch on YouTube ↗
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Chapters (11)
Intro
1:12
Roadmap Overview
1:48
AI & Python Foundations
11:56
RAG Fundamentals & LangChain
17:19
Agentic AI Fundamentals
21:45
AI Application Observability & Deployment
24:40
Multi-Agent Systems & Context Engineering
26:06
Advanced AI Engineering
28:48
Declarative AI using DSPy
29:11
Azure or AWS
30:24
Tips
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Python Tutorial - 1. Install python on windows
codebasics
Python Tutorial - 2. Variables
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Python Tutorial - 3. Numbers
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Python Tutorial - 4. Strings
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Python Tutorial - 5. Lists
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Python Tutorial - 6. Install PyCharm on Windows
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PyCharm Tutorial - 7. Debug python code using PyCharm
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Python Tutorial - 8. If Statement
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Python Tutorial - 9. For loop
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Python Tutorial - 10. Functions
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Python Tutorial - 11. Dictionaries and Tuples
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Python Tutorial - 12. Modules
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Python Tutorial - 13. Reading/Writing Files
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How to install Julia on Windows
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Python Tutorial - 14. Working With JSON
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Julia Tutorial - 1. Variables
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Julia Tutorial - 2. Numbers
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Python Tutorial - 15. if __name__ == "__main__"
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Julia Tutorial - Why Should I Learn Julia Programming Language
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Python Tutorial - 16. Exception Handling
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Julia Tutorial - 3. Complex and Rational Numbers
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Julia Tutorial - 4. Strings
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Python Tutorial - 17. Class and Objects
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Julia Tutorial - 5. Functions
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Julia Tutorial - 6. If Statement and Ternary Operator
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Julia Tutorial - 7. For While Loop
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Python Tutorial - 18. Inheritance
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Julia Tutorial - 8. begin and (;) Compound Expressions
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Python Tutorial - 12.1 - Install Python Module (using pip)
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Julia Tutorial - 9. Tasks (a.k.a. Generators or Coroutines)
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Julia Tutorial - 10. Exception Handling
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Python Tutorial - 19. Multiple Inheritance
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Python Tutorial - 20. Raise Exception And Finally
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Python Tutorial - 21. Iterators
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Python Tutorial - 22. Generators
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Python Tutorial - 23. List Set Dict Comprehensions
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Python Tutorial - 24. Sets and Frozen Sets
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Python Tutorial - 25. Command line argument processing using argparse
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Debugging Tips - What is bug and debugging?
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Debugging Tips - Conditional Breakpoint
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Debugging Tips - Watches and Call Stack
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Python Tutorial - 26. Multithreading - Introduction
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Git Tutorial 3: How To Install Git
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Git Tutorial 1: What is git / What is version control system?
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Git Tutorial 2 : What is Github? | github tutorial
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Git Tutorial 4: Basic Commands: add, commit, push
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Git Tutorial 5: Undoing/Reverting/Resetting code changes
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Git Tutorial 6: Branches (Create, Merge, Delete a branch)
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Git Github Tutorial 10: What is Pull Request?
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Git Tutorial 7: What is HEAD?
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Git Tutorial 9: Diff and Merge using meld
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Difference between Multiprocessing and Multithreading
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Python Tutorial - 27. Multiprocessing Introduction
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Python Tutorial - 28. Sharing Data Between Processes Using Array and Value
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Git Tutorial 8 - .gitignore file
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Python Tutorial - 29. Sharing Data Between Processes Using Multiprocessing Queue
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Python Tutorial - 30. Multiprocessing Lock
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Python Tutorial - 31. Multiprocessing Pool (Map Reduce)
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What is code?
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Python unit testing - pytest introduction
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DeepCamp AI