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Skills Uplift - Coggle Diagram

- - - - That tutorial, other NLP tutorials
    - - https://datatalks.club/books/20211018-blueprints-for-text-analytics-using-python.html
      - https://datatalks.club/books/20211213-mastering-spacy.html
      - ODS course
      - Coursera
    - - https://datatalks.club/books/20211011-mastering-transformers.html
      - https://datatalks.club/books/20210419-transformers-for-natural-language-processing.html
      - HugginFace Course
- - - - https://datatalks.club/books/20210329-learning-tensorflow-js.html
      - https://datatalks.club/books/20210503-machine-learning-using-tensorflow-cookbook.html
      - Deeplearning.ai coursera
      - TF tutorials, notebooks
      - Nono live streams
    - - fastai/fastbook
      - Pytorch tutorials, notebooks
- - - - https://datatalks.club/blog/practical-guide-better-code.html
      - CI/CD pipeline and a continuous release process (CircleCI, Github, Jenkins)
    - - https://datatalks.club/blog/ml-deployment-lambda.html
      - https://datatalks.club/books/20210628-data-science-on-aws.html
    - - https://datatalks.club/books/20210607-building-machine-learning-pipelines.html
    - - https://datatalks.club/books/20210705-engineering-mlops.html
      - https://datatalks.club/books/20210830-practical-mlops.html
      - DataTalks Course
      - ML powered applications
      - https://applyingml.com/
    - - Orchestration, Kubernetes
      - Sagemaker, Databricks, Azure ML
      - KubeFlow, DataFlow, AirFlow, MLFlow
      - Kafka, Hadoop, Spark
      - DVC
  - - - https://datatalks.club/books/20210531-advanced-algorithms-and-data-structures.html
    - - https://datatalks.club/books/20210906-software-mistakes-and-tradeoffs.html