Topic Thread

AI Enterprise Workflow Specialization Study Group

  • 1.  AI Enterprise Workflow Specialization Study Group

    Posted Wed April 29, 2020 06:45 PM
    Edited by Sam Charrington Wed April 29, 2020 06:51 PM

    Hi Everyone,


    We've just completed Course 4: Machine Learning, Visual Recognition, and NLP, in the AI Enterprise Workflow Specialization study group. 

    Course four was really interesting. Week 1 we reviewed model evaluation and performance metrics and week 2 we discussed building machine learning and deep learning models. 

    Here's a list of the topics covered in the study  group:

    Week 1

    • Common regression, classification, and multilabel classification metrics
    • Common strategies for grid searching and cross-validation
    • The use of linear models in supervised learning applications
    • Creating and testing an instance of Watson Natural Language Understanding
    • Employing evaluation metrics to select models for production use

    Course notes for week one. 

    Week 2 

    • Explain the use of tree-based algorithms in supervised learning applications
    • Explain the use of neural networks in supervised learning applications
    • Discuss the major variants of neural networks and recent advances
    • Create and test an instance of Watson Visual Recognition
    • Create a neural net model in Tensorflow

    Course notes for week two.

    We'd love to have you pop in for a study group session. The courses can be taken out of sequence. Our next study group meets Saturday 5/2. We'll be discussing course 5, AI in Production.


    Visit our website for more information and feel free to reach out with any questions.

     

     



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    Sam Charrington
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