Machine Learning Projects Using Python and Jupyter Notebook

This repository contains Jupyter notebooks focused on various tasks in machine learning and data analysis, including predicting bank customer waiting times, real-time object detection, and image classification.

Contents

1. Bank_Waiting_Time_Deep_Learning

A project aimed at predicting customer waiting times in banks using machine learning methods, including deep neural networks.

Main Libraries Used:

• TensorFlow
• Keras
• Scikit-learn
• Pandas
• Matplotlib

2. Detection

Two notebooks:

• Real-Time Face and Eye Detection with OpenCV
  Implementation of real-time face and eye detection using OpenCV.

  Main Libraries Used:

  • OpenCV

• Image Classification Models Based on Various Processing Methods Using Cross-Validation and Voting
  Creation and evaluation of image classification models based on different processing methods and voting.

  Main Libraries Used:

  • OpenCV
  • Numpy
  • Matplotlib
  • Scikit-learn
  • Scikit-image
  • Scipy
  • IPython

3. Yandex Courses on Coursera for the "Machine Learning and Data Analysis" Specialization

A collection of courses and assignments from Yandex's specialization on the Coursera platform.

4. Plot_tests

Testing various graphs and charts using Matplotlib and other Python libraries.

Main Libraries Used:

• Matplotlib
• Seaborn
• Pandas
• JoyPy
• PyWaffle
• Scipy