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PacktPub | Mastering Keras [Video] [FCO]

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0. Websites you may like/0. (1Hack.Us) Premium Tutorials-Guides-Articles _ Community based Forum.url	377.00 B
0. Websites you may like/1. (FreeCoursesOnline.Me) Download Udacity, Masterclass, Lynda, PHLearn, Pluralsight Free.url	286.00 B
0. Websites you may like/3. (FTUApps.com) Download Cracked Developers Applications For Free.url	239.00 B
0. Websites you may like/How you can help our Group!.txt	208.00 B
1. Preparing Yourself for Mastering Keras Journey/Keras and TensorFlow Functionality - Mastering Keras [Video].srt	6.06 kB
1. Preparing Yourself for Mastering Keras Journey/Keras and TensorFlow Functionality.mp4	7.55 MB
1. Preparing Yourself for Mastering Keras Journey/Setting Up the Environment and Teaching Methodology - Mastering Keras [Video].srt	13.50 kB
1. Preparing Yourself for Mastering Keras Journey/Setting Up the Environment and Teaching Methodology.mp4	20.12 MB
1. Preparing Yourself for Mastering Keras Journey/The Course Overview - Mastering Keras [Video].srt	8.17 kB
1. Preparing Yourself for Mastering Keras Journey/The Course Overview.mp4	8.87 MB
2. Working with the Keras Functional API/AEs and Denoising Data - Mastering Keras [Video].mp4	29.07 MB
2. Working with the Keras Functional API/AEs and Denoising Data - Mastering Keras [Video].srt	16.27 kB
2. Working with the Keras Functional API/CNNs and Basic Image Classification - Mastering Keras [Video].mp4	240.70 MB
2. Working with the Keras Functional API/CNNs and Basic Image Classification - Mastering Keras [Video].srt	18.78 kB
2. Working with the Keras Functional API/MLPs and Simple Data Analytics - Mastering Keras [Video].mp4	51.49 MB
2. Working with the Keras Functional API/MLPs and Simple Data Analytics - Mastering Keras [Video].srt	27.23 kB
2. Working with the Keras Functional API/RNNs and Sequential Data Analysis - Mastering Keras [Video].mp4	50.17 MB
2. Working with the Keras Functional API/RNNs and Sequential Data Analysis - Mastering Keras [Video].srt	25.81 kB
3. Developing and Implementing Deep Generative Models/Implementing GANs in Keras - Mastering Keras [Video].mp4	51.93 MB
3. Developing and Implementing Deep Generative Models/Implementing GANs in Keras - Mastering Keras [Video].srt	32.34 kB
3. Developing and Implementing Deep Generative Models/Implementing VAEs in Keras - Mastering Keras [Video].mp4	62.43 MB
3. Developing and Implementing Deep Generative Models/Implementing VAEs in Keras - Mastering Keras [Video].srt	32.02 kB
3. Developing and Implementing Deep Generative Models/What Can Generative Models Do for Me_ - Mastering Keras [Video].mp4	10.70 MB
3. Developing and Implementing Deep Generative Models/What Can Generative Models Do for Me_ - Mastering Keras [Video].srt	11.99 kB
4. Advanced CNNs/Dense Networks - Mastering Keras [Video].mp4	26.38 MB
4. Advanced CNNs/Dense Networks - Mastering Keras [Video].srt	19.88 kB
4. Advanced CNNs/Residual Networks-Layers - Mastering Keras [Video].mp4	38.28 MB
4. Advanced CNNs/Transfer Learning- Applying Advanced Architectures on Real Data - Mastering Keras [Video].mp4	24.21 MB
4. Advanced CNNs/Transfer Learning- Applying Advanced Architectures on Real Data - Mastering Keras [Video].srt	17.28 kB
4. Advanced CNNs/Working with Inception Networks- Layers - Mastering Keras [Video].mp4	33.46 MB
5. Object Detection/Fast RCNNs - Mastering Keras [Video].mp4	21.78 MB
5. Object Detection/Fast RCNNs - Mastering Keras [Video].srt	17.84 kB
5. Object Detection/Introduction to Object Detection Networks - Mastering Keras [Video].mp4	14.83 MB
5. Object Detection/Introduction to Object Detection Networks - Mastering Keras [Video].srt	12.33 kB
5. Object Detection/Region Proposal Networks and Faster RCNNs - Mastering Keras [Video].mp4	21.69 MB
5. Object Detection/Region Proposal Networks and Faster RCNNs - Mastering Keras [Video].srt	18.46 kB
6. Deep Reinforcement Learning/(Epsilon) Q-Learning and Deep Q-Networks - Mastering Keras [Video].mp4	49.14 MB
6. Deep Reinforcement Learning/(Epsilon) Q-Learning and Deep Q-Networks - Mastering Keras [Video].srt	41.97 kB
6. Deep Reinforcement Learning/Actor-Critic Networks - Mastering Keras [Video].mp4	11.45 MB
6. Deep Reinforcement Learning/Actor-Critic Networks - Mastering Keras [Video].srt	12.07 kB
6. Deep Reinforcement Learning/Advantage Networks - Mastering Keras [Video].mp4	40.41 MB
6. Deep Reinforcement Learning/Advantage Networks - Mastering Keras [Video].srt	23.19 kB
6. Deep Reinforcement Learning/Asynchronous Agents and A3C Networks - Mastering Keras [Video].mp4	10.80 MB
6. Deep Reinforcement Learning/Asynchronous Agents and A3C Networks - Mastering Keras [Video].srt	10.06 kB
6. Deep Reinforcement Learning/Dealing with Instability (1)- Experiential Replay - Mastering Keras [Video].mp4	43.01 MB
6. Deep Reinforcement Learning/Dealing with Instability (1)_ Experiential Replay - Mastering Keras [Video].srt	24.85 kB
6. Deep Reinforcement Learning/Dealing with Instability (2)- Double Deep Q-Networks - Mastering Keras [Video].mp4	26.52 MB
6. Deep Reinforcement Learning/Dealing with Instability (2)_ Double Deep Q-Networks - Mastering Keras [Video].srt	13.54 kB
6. Deep Reinforcement Learning/Discussion of Real-World Applications - Mastering Keras [Video].mp4	17.54 MB
6. Deep Reinforcement Learning/Discussion of Real-World Applications - Mastering Keras [Video].srt	17.95 kB
6. Deep Reinforcement Learning/Implementing a Deep Reinforcement Learning - Mastering Keras [Video].mp4	16.41 MB
6. Deep Reinforcement Learning/Implementing a Deep Reinforcement Learning - Mastering Keras [Video].srt	17.25 kB
6. Deep Reinforcement Learning/Reinforcement Learning Basics - Mastering Keras [Video].mp4	19.56 MB
6. Deep Reinforcement Learning/Reinforcement Learning Basics - Mastering Keras [Video].srt	19.87 kB
7. One-Shot and Deep Semi-Supervised Learning/Semi-Supervised Learning - Mastering Keras [Video].mp4	9.25 MB
7. One-Shot and Deep Semi-Supervised Learning/Semi-Supervised Learning - Mastering Keras [Video].srt	9.17 kB
7. One-Shot and Deep Semi-Supervised Learning/Semi-Supervised Learning Using GANs - Mastering Keras [Video].mp4	19.15 MB
7. One-Shot and Deep Semi-Supervised Learning/Semi-Supervised Learning Using GANs - Mastering Keras [Video].srt	13.05 kB
7. One-Shot and Deep Semi-Supervised Learning/Semi-Supervised Learning Using Ladder Networks - Mastering Keras [Video].mp4	16.41 MB
7. One-Shot and Deep Semi-Supervised Learning/Semi-Supervised Learning Using Ladder Networks - Mastering Keras [Video].srt	15.37 kB
7. One-Shot and Deep Semi-Supervised Learning/Siamese Networks - Mastering Keras [Video].mp4	53.91 MB
7. One-Shot and Deep Semi-Supervised Learning/Siamese Networks - Mastering Keras [Video].srt	28.20 kB
7. One-Shot and Deep Semi-Supervised Learning/Significance of One-Shot Learning Methods - Mastering Keras [Video].mp4	14.14 MB
7. One-Shot and Deep Semi-Supervised Learning/Significance of One-Shot Learning Methods - Mastering Keras [Video].srt	11.11 kB
Code Files.rar	2.45 MB

Description

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By: Mike Ashcroft
Released: February 2020
Course Source: https://www.packtpub.com/product/mastering-keras-video/9781838823863

Video Details

ISBN 9781838823863
Course Length 5 hour 17 minutes

About

Successful data scientists need to be able to work with the most powerful tools to solve the most challenging problems. As deep learning becomes ever more entrenched as the gold-standard tool for a wide variety of advanced data analytics and Artificial Intelligence problems, it is essential for you as a data scientist or analyst to be comfortable wielding these powerful techniques on an ever-expanding array of problems.

TensorFlow (and its easy-to-learn deep learning wrapper Keras) have become game-changers in permitting simple implementations of the most complex of deep learning techniques.

In this course, we teach you to go beyond your working knowledge of Keras, begin to wield its full power, and unleash the amazing potential of advanced deep learning on your data science problems. You'll learn to design and train deep learning models for synthetic data generation, object detection, one-shot learning, and much more.

By the end of this course, you will be able to implement many advanced deep learning modelling algorithms and adapt them to your own purposes. Perhaps the next great breakthrough will come from you?

Please note that familiarity with machine learning and deep learning approaches, together with practical experience with Keras and Python programming, are assumed for taking this course.

All related code files are placed on a GitHub repository at: https://github.com/PacktPublishing/Mastering-Keras

What You Will Learn
• Use the powerfully functional Keras API to design and implement advanced deep learning techniques
• Design and implement advanced Convolutional Neural Networks for powerful image classification
• Design and implement object detection networks to identify objects present in images and their location
• Work with deep generative neural networks for synthetic data generation and semi-supervised learning
• Develop a stable deep reinforcement-learning system and learn to make optimal decisions via feedback from their environment
• Implement deep one-shot learning systems that can classify new instances of a class after a single exposure to such an object

Author

Mike Ashcroft

Mike Ashcroft, PhD, is a lecturer at Uppsala University in Sweden. He teaches Masters and PhD students Artificial Intelligence and Statistical Machine Learning. He has created and delivered courses for the European Data Science Academy, Future Learn/Open University, and Sichuan University. He has a deep knowledge of, and experience working with, Keras. Besides his university work, he has worked intensively with industrial applications of Artificial Intelligence and machine learning—both with startups (some of which he has founded) and, as a consultant, established companies and government agencies including SKF, the Swedish Defence Research Institute, and The Economist. He is always interested in combining a deep understanding of how these fascinating techniques work with their practical applications. Mike brings to his courses a unique mixture of academic knowledge, industrial experience, and basic curiosity.