Image Recognition with Machine Learning

Image Recognition with Machine Learning

Image Recognition with Machine Learning
Image Recognition with Machine Learning

Image Recognition with Machine Learning

If you want to dive into the technology behind computer vision and self driving cars, this is where to start.

In this course you'll learn how to process data from image files and create convolutional neural networks (CNNs) to classify different types of images. 


After completing this course, you will have a solid understanding of why CNNs work and which CNN architectures to use for different tasks.

The code for this course is built around the TensorFlow framework, one of the premier frameworks for industry machine learning, and the Python pandas library for data analysis. 


Knowledge of Python and TensorFlow are prerequisites.

This course was created by AdaptiLab, a company specializing in evaluating, sourcing, and upskilling enterprise machine learning talent. 


It is built in collaboration with industry machine learning experts from Google, Microsoft, Amazon, and Apple.

Contents

1. What you'll learn from this course

  • Overview
2. Image Processing
  • Introduction
  • Image Files
  • Image Types
  • Resizing
  • Dataset
  • Iterator
  • Execution
  • PIL Library
  • Quiz
3. CNN
  • Introduction
  • Initialization
  • Reshaping
  • Convolution
  • Max Pooling
  • Multiple Layers
  • Fully-Connected
  • Dropout
  • Logits
  • Classification
  • Quiz
4. SqueezeNet
  • Introduction
  • Initialization
  • Augmentation
  • Fire Module
  • Stacking Fire
  • Model Layers
  • Adding Fire
  • Depth
  • Logits
  • Sparse Labels
  • Quiz
5. ResNet
  • Introduction
  • ImageNet
  • Initialization
  • Padding
  • Pre-activation
  • Shortcut
  • ResNet Block
  • Bottleneck
  • Block Layer
  • Model Layers
  • Full Model Architecture
  • Quiz
  • Course Conclusion
https://www.educative.io/courses/image-recognition-ml?aff=xDzJ

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