gizemkurtoglu / Miuul-Machine-Learning-Summer-Bootcamp

This repo includes projects and assignments made within the Machine Learning Summer Bootcamp.

Miuul Machine Learning Summer Bootcamp

This repo includes projects and assignments made within the Machine Learning Summer Bootcamp.

Program objectives

The free summer camp, which will be organized for undergraduate or graduate students without any income, will be held with the hybrid education model of Miuul. All the development stages of a machine learning project will be explained in this camp, where participants will be provided with the support of mentors who have experience in different national and international companies, as well as access to the materials to be presented within the scope of the learning process.

Program courses

• Python Programming
  • Module 1 (July 1 - 7, 2022)
    • Important Lecture Notes
      • Alternating Enumerate
      • Create dictionary with dataframe
      • Exercises related to dataframe
        • 1
        • 2
      • Interview Questions
        • 1
        • 2
        • 3
    • Project Solution
  • Module 2 (July 12 - 17, 2022)
    • 01 - Data Analysis with Python - NumPy
    • 02 - Data Analysis with Python - Pandas
    • 03 - Data Analysis with Python - Data Visualization
    • 04 - Advanced Function EDA
    • 05 - Exercises
      • Adding Features and Docstring to Functions
      • Pandas Exercises
      • Project: Rule-Based Classification
• Feature Engineering (July 18 - 24, 2022)
  • Lecture Notes
    • 01 - Outliers
    • 02 - Missing Values
    • 03 - Encoding Scaling
    • 04 - Feature Extraction
    • 05 - Application
  • Capstone Projects
    • Capstone Project - 1 : Diabetes Feature Engineering
    • Capstone Project - 2 : Telco Customer Churn Feature Engineering
• Machine Learning - Module 1 (July 25 - 31, 2022)
  • Introduction to Machine Learning
  • Linear Regression
  • Logistic Regression

Program projects

• Calculating Potential Customer Yield with Rule-Based Classification
• Capstone Project - 1 : Diabetes Feature Engineering
• Capstone Project - 2 : Telco Customer Churn Feature Engineering

Program Certificates

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