/Udacity-Azure-ML-Scholarship

The work shown in this repository is part of the Udacity scholarship program in collaboration with Microsoft for Machine Learning Engineer Nanodegree.

Primary LanguageJupyter Notebook

Udacity-Azure-ML-Scholarship

Phase-I Participation

Visual Challenge

Blogs

  • Feature Selection
  • Trade-Off in Machine Learning

    • Azure-ML HandsOn

  • Regression Model: Item-Outlet Sales Prediction
  • Two-class Clasification Model: Employee Promotion Prediction

    • Webinars

  • Feature Engineering

    Different Tasks of Feature Engineering

    1. Aggregation - SUM, AVG, COUNT, etc. to aggregate values based on one or more dimensions.
    2. Part-Of - Extracting the year,month,day from Date dimension.
    3. Binning - Grouping customers by age & then calculating a numeric value within each bin(group).
    4. Flagging - Deriving a boolean value.
    5. Frequency Based Feature Enginnering
    6. Embedding / Feature learning

    Python Code

    Tableau Dashboard


  • Intoduction to Data Literacy - Presentation

    • Phase-II Projects

    Optimizing an ML Pipeline in Azure

    Project 1

    Operationalizing Machine Learning (MLOps)

    Project 2