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Roadmap to learn Artificial Intelligence for associates at McCarthy Lab@Next Tech Lab

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McCarthy-AI-Roadmap

Roadmap to learn AI for associates at McCarthy Lab@Next Tech Lab

Original repository : https://github.com/niladridutt/McCarthy-AI-Roadmap

Dependency Tree alt text

Primer

1. Data Science Stack

2. Technology Stack

3. Deep Learning Frameworks

4.Reinforcement Learning - Libraries

Mooc Resources

Data Structures and Algorithms

Machine Learning/AI MOOCs

Note :

  • Implement Machine Learning models from scratch using Python
  • Once you're comfortable implementing models from scratch, learn scikit-learn and compare performance
  • Practice on Kaggle to get your skiills ---> 😎

Deep Learning MOOCs

Reinforcement Learning Tutorials

Deploying/Shipping Projects:

Feel free to use any of these frameworks, all are not required

Books and Further reading material

Machine Learning Books for reference

Note : Learn from official tutorials/docs or GitHub repos which have detailed notebooks like Hvass Labs

Deep Learning Books

Mathematics for Machine Learning

Natural Language Processing

Reinforcement Learning Books

Read blogs, Reddit, follow researchers on Twitter

Podcasts to Follow Interesting Developments In The Field

Feel free to make Pull Requests stating why that particular resource should be added.

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