Deep Learning with Python has taught thousands of readers how to put the full capabilities of deep learning into action. This extensively revised full color second edition introduces deep learning using Python and Keras, and is loaded with insights for both novice and experienced ML practitioners. You’ll learn practical techniques that are easy to apply in the real world, and important theory for perfecting neural networks. In Deep Learning with Python, Second Edition you will learn:
Deep learning from first principles Image classification and image segmentation Timeseries forecasting Text classification and machine translation Text generation, neural style transfer, and image generation Printed in full color throughout
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/01-Chapter 1 What is deep learning.mp4
76.8 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/02-Chapter 1 Learning rules and representations from data.mp4
83.4 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/03-Chapter 1 Understanding how deep learning works, in three figures.mp4
102.9 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/04-Chapter 1 Before deep learning - A brief history of machine learning.mp4
82.7 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/05-Chapter 1 Back to neural networks.mp4
77.9 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/07-Chapter 1 Algorithms.mp4
62.4 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/14-Chapter 2 Derivative of a tensor operation - The gradient.mp4
69.5 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/17-Chapter 3 Introduction to Keras and TensorFlow.mp4
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[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/19-Chapter 3 First steps with TensorFlow.mp4
69.2 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/21-Chapter 3 The “compile” step - Configuring the learning process.mp4
68 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/23-Chapter 4 Building your model.mp4
64.2 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/25-Chapter 4 Predicting house prices - A regression example.mp4
61.8 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/27-Chapter 5 The nature of generalization in deep learning.mp4
80.5 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/28-Chapter 5 Evaluating machine learning models.mp4
72.5 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/30-Chapter 5 Improving generalization.mp4
69.4 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/31-Chapter 5 Regularizing your model.mp4
60.8 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/32-Chapter 6 The universal workflow of machine learning.mp4
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[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/33-Chapter 6 Collect a dataset.mp4
85.1 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/36-Chapter 6 Deploy the model.mp4
78.2 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/38-Chapter 7 Working with Keras - A deep dive.mp4
69.9 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/40-Chapter 7 Using built-in training and evaluation loops.mp4
60.2 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/44-Chapter 8 The convolution operation.mp4
74.4 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/45-Chapter 8 Training a convnet from scratch on a small dataset.mp4
67.1 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/46-Chapter 8 Data preprocessing.mp4
61.7 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/47-Chapter 8 Leveraging a pretrained model.mp4
65.1 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/48-Chapter 8 Feature extraction with a pretrained model.mp4
64.3 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/49-Chapter 9 Advanced deep learning for computer vision.mp4
99.8 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/52-Chapter 9 Depthwise separable convolutions.mp4
67.9 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/55-Chapter 9 Visualizing heatmaps of class activation.mp4
74.3 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/62-Chapter 10 Using bidirectional RNNs.mp4
64.9 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/66-Chapter 11 Two approaches for representing groups of words - Sets and sequences.mp4
79.8 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/67-Chapter 11 Processing words as a sequence - The sequence model approach, Part 1.mp4
70.5 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/69-Chapter 11 The Transformer architecture.mp4
71.7 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/70-Chapter 11 The Transformer encoder.mp4
72.5 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/71-Chapter 11 Beyond text classification - Sequence-to-sequence learning.mp4
79.6 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/73-Chapter 12 Generative deep learning.mp4
80.6 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/74-Chapter 12 How do you generate sequence data.mp4
81.9 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/77-Chapter 12 Neural style transfer.mp4
80.9 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/79-Chapter 12 Implementing a VAE with Keras.mp4
75.9 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/80-Chapter 12 A bag of tricks.mp4
62.5 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/81-Chapter 13 Best practices for the real world.mp4
63 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/82-Chapter 13 Hyperparameter optimization.mp4
75.1 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/86-Chapter 14 Conclusions.mp4
81.2 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/87-Chapter 14 Key enabling technologies.mp4
63.6 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/88-Chapter 14 Key network architectures.mp4
59.9 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/89-Chapter 14 The limitations of deep learning.mp4
60.3 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/92-Chapter 14 Setting the course toward greater generality in AI.mp4
69.5 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/93-Chapter 14 Implementing intelligence - The missing ingredients.mp4
66 MB
[TutsNode.com] - Deep Learning with Python, Second Edition, Video Edition/96-Chapter 14 Lifelong learning and modular subroutine reuse.mp4
84.1 MB
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