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Image Recognition with Machine Learning

Gain insights into image data processing and CNNs for image classification using TensorFlow. Delve into CNN architectures and their applications, requiring Python and TensorFlow knowledge.

Advanced

45 Lessons

Certificate of Completion

Gain insights into image data processing and CNNs for image classification using TensorFlow. Delve into CNN architectures and their applications, requiring Python and TensorFlow knowledge.

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This course includes

17 Playgrounds

27 Challenges

Course Overview

Course Content

Apply Your Skills

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Course Overview

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...Show More

Course Content

What you'll learn from this course

1 Lessons

Get familiar with image recognition using CNN, including data preparation and augmentation.

Overview

Image Processing

9 Lessons

Walk through image processing techniques for model preparation using TensorFlow and Pillow.

CNN

11 Lessons

Master the steps to recognize handwritten digits using convolutional neural networks.

SqueezeNet

11 Lessons

Enhance your skills in developing efficient, high-performance image recognition models with SqueezeNet.

ResNet

13 Lessons

Deepen your knowledge of ResNet architecture, focusing on residual learning for enhanced deep network performance.

Full Model Architecture

Quiz

Course Conclusion

Course Author

Adaptilab

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Project

Create an Image Forgery Detector

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Create an Image Forgery Detector

Develop a Flask app for detecting image forgery with OpenCV and MD5 hashing for user-friendly verification.

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Project

Extract Text from PDFs and Images Using Tesseract

beginner

1 hour

Project

Extract Text from PDFs and Images Using Tesseract

Create a Django web app to extract text from PDFs and images using Tesseract OCR.

beginner

1 hour

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