Tensorflow 2.0: Building computer vision applications
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3.0 Hrs
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Abstract: Tensorflow is one of the most popular deep learning libraries and deep learning has been responsible for some of the interesting applications such as: 1. COVID19 detection using chest x-rays 2. Language translation 3. Self-driving cars In this lecture, we focus on building COVID19 detection solutions using Tensorflow 2.0 and Keras. We cover the following topics in the lecture: 1. Tensorflow 1.x Vs. Tensorflow 2.0 2. COVID19 detection using chest x-rays 3. How to convert Tensorflow 1.x code to Tensorflow 2.0 code 4. Tensorflow Serving 5. Tensorflow Lite (for mobile and embedded applications) Relevant Jupyter notebooks will be provided for the participants to practice the ideas covered in the lecture. Prerequisites: 1. Python programming hands-on 2. Familiarity with convolutional neural networks like VGG16 3. Familiarity with Tensorflow 1.x and Keras 4. Familiarity with Google collab"
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