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Linkedin - Building Deep Learning Applications With Keras
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Keras, a high-level neural networks API, is gaining popularity for its ease of use and versatility. With businesses rapidly moving towards AI solutions, you need an understanding of this valuable tool. In this course, data scientist Isil Berkun introduces you to Keras, highlights integrating it with TensorFlow and Theano backends, and offers practical insights into creating neural networks. Learn how to set up Keras, create neural networks, and use pre-trained models. Find out how to deploy models on platforms like Google Cloud. When you complete this course, you will be able to understand the Keras architecture, design and train deep learning models, and utilize them for real-world applications.
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FILE LIST
Filename
Size
~Get Your Files Here !/01 - Introduction/01 - Reshaping the world with deep learning.mp4
4.1 MB
~Get Your Files Here !/01 - Introduction/01 - Reshaping the world with deep learning.srt
1.4 KB
~Get Your Files Here !/01 - Introduction/02 - Essential background and knowledge.mp4
2.8 MB
~Get Your Files Here !/01 - Introduction/02 - Essential background and knowledge.srt
1.9 KB
~Get Your Files Here !/01 - Introduction/03 - How to use Codespaces and the exercise files.mp4
8.6 MB
~Get Your Files Here !/01 - Introduction/03 - How to use Codespaces and the exercise files.srt
5.1 KB
~Get Your Files Here !/02 - 1. Understanding Keras/01 - Understanding deep learning and Keras.mp4
10.7 MB
~Get Your Files Here !/02 - 1. Understanding Keras/01 - Understanding deep learning and Keras.srt
9 KB
~Get Your Files Here !/02 - 1. Understanding Keras/02 - Neuron as we know it.mp4
12 MB
~Get Your Files Here !/02 - 1. Understanding Keras/02 - Neuron as we know it.srt
9.8 KB
~Get Your Files Here !/02 - 1. Understanding Keras/03 - Exploring the TensorFlow and Theano backends.mp4
8 MB
~Get Your Files Here !/02 - 1. Understanding Keras/03 - Exploring the TensorFlow and Theano backends.srt
3.7 KB
~Get Your Files Here !/02 - 1. Understanding Keras/04 - Distinction between Keras and TensorFlow.mp4
8 MB
~Get Your Files Here !/02 - 1. Understanding Keras/04 - Distinction between Keras and TensorFlow.srt
5 KB
~Get Your Files Here !/03 - 2. Setting up Keras/01 - Keras installation with a TensorFlow backend on Windows.mp4
12 MB
~Get Your Files Here !/03 - 2. Setting up Keras/01 - Keras installation with a TensorFlow backend on Windows.srt
5.5 KB
~Get Your Files Here !/04 - 3. Getting Started with Keras Models/01 - The Train-Test-Evaluate cycle.mp4
6.6 MB
~Get Your Files Here !/04 - 3. Getting Started with Keras Models/01 - The Train-Test-Evaluate cycle.srt
5.3 KB
~Get Your Files Here !/04 - 3. Getting Started with Keras Models/02 - Introduction to the Keras Sequential API.mp4
5.1 MB
~Get Your Files Here !/04 - 3. Getting Started with Keras Models/02 - Introduction to the Keras Sequential API.srt
4.5 KB
~Get Your Files Here !/04 - 3. Getting Started with Keras Models/03 - Data pre-processing for training.mp4
31.9 MB
~Get Your Files Here !/04 - 3. Getting Started with Keras Models/03 - Data pre-processing for training.srt
13.3 KB
~Get Your Files Here !/04 - 3. Getting Started with Keras Models/04 - Building a model using the Sequential API.mp4
21.4 MB
~Get Your Files Here !/04 - 3. Getting Started with Keras Models/04 - Building a model using the Sequential API.srt
8.5 KB
~Get Your Files Here !/05 - 4. Model Training and Performance Analysis/01 - Training models.mp4
7.6 MB
~Get Your Files Here !/05 - 4. Model Training and Performance Analysis/01 - Training models.srt
3.7 KB
~Get Your Files Here !/05 - 4. Model Training and Performance Analysis/02 - Model predictions and evaluation.mp4
30.6 MB
~Get Your Files Here !/05 - 4. Model Training and Performance Analysis/02 - Model predictions and evaluation.srt
13.6 KB
~Get Your Files Here !/05 - 4. Model Training and Performance Analysis/03 - Visualize results and save the model.mp4
27.6 MB
~Get Your Files Here !/05 - 4. Model Training and Performance Analysis/03 - Visualize results and save the model.srt
14 KB
~Get Your Files Here !/06 - 5. Leveraging Pre-Trained Models in Keras/01 - Exploring pre-trained models.mp4
6.4 MB
~Get Your Files Here !/06 - 5. Leveraging Pre-Trained Models in Keras/01 - Exploring pre-trained models.srt
5.3 KB
~Get Your Files Here !/06 - 5. Leveraging Pre-Trained Models in Keras/02 - Image recognition with the ResNet50 model.mp4
14.9 MB
~Get Your Files Here !/06 - 5. Leveraging Pre-Trained Models in Keras/02 - Image recognition with the ResNet50 model.srt
5.7 KB
~Get Your Files Here !/07 - 6. Tools for Visualization and Assessment/01 - Exporting logs for Keras to TensorFlow.mp4
18.7 MB
~Get Your Files Here !/07 - 6. Tools for Visualization and Assessment/01 - Exporting logs for Keras to TensorFlow.srt
9.1 KB
~Get Your Files Here !/07 - 6. Tools for Visualization and Assessment/02 - Monitoring training performance with TensorBoard.mp4
16 MB
~Get Your Files Here !/07 - 6. Tools for Visualization and Assessment/02 - Monitoring training performance with TensorBoard.srt
9 KB
~Get Your Files Here !/07 - 6. Tools for Visualization and Assessment/03 - Visualizing computation graphs with TensorBoard.mp4
24.2 MB
~Get Your Files Here !/07 - 6. Tools for Visualization and Assessment/03 - Visualizing computation graphs with TensorBoard.srt
14 KB
~Get Your Files Here !/08 - Conclusion/01 - Next steps.mp4
5.9 MB
~Get Your Files Here !/08 - Conclusion/01 - Next steps.srt
