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[ CourseBoat.com ] Literacy Essentials - Core Concepts Deep Learning
TORRENT SUMMARY
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Level: Beginner | Genre: eLearning | Language: English
Deep Learning is an essential skill for a data scientist these days. This course will teach you how neural networks work, where they’re used, and how you can apply them to your own problems.
The availability and rise in quality of data, coupled with powerful hardware, has caused massive interest in the field of deep learning. It has become essential for a data scientist or machine learning engineer.
In this course, Literacy Essentials: Core Concepts Deep Learning, you’ll understand and appreciate the inner workings of deep learning and learn how to apply it to a problem.
First, you’ll get an overview of what deep learning is, what it is used for in the industry, and how it differs from machine learning.
Next, you’ll dive deeper into the world of deep learning and understand how the whole operation works.
Finally, you’ll have a quick look at the different types of neural networks and the problems they solve.
When you’re finished with this course, you’ll have a firm understanding of deep learning and the ability to tackle basic problems with it.
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FILE LIST
Filename
Size
~Get Your Files Here !/01. Course Overview/01. Course Overview.mp4
3.4 MB
~Get Your Files Here !/02. Introduction to Deep Learning/02. Course Introduction and Module Overview.mp4
5.3 MB
~Get Your Files Here !/02. Introduction to Deep Learning/03. What Is Deep Learning.mp4
6 MB
~Get Your Files Here !/02. Introduction to Deep Learning/04. Applications of Deep Learning in the Industry.mp4
11.4 MB
~Get Your Files Here !/02. Introduction to Deep Learning/05. Deep Learning Frameworks.mp4
4.5 MB
~Get Your Files Here !/02. Introduction to Deep Learning/06. Demo-Introduction to the Problem and Dataset.mp4
5.4 MB
~Get Your Files Here !/02. Introduction to Deep Learning/07. Demo-Setting up Your Environment.mp4
6 MB
~Get Your Files Here !/02. Introduction to Deep Learning/08. Module Summary.mp4
1.4 MB
~Get Your Files Here !/03. The Inner Workings of Deep Learning/09. Module Overview.mp4
1.3 MB
~Get Your Files Here !/03. The Inner Workings of Deep Learning/10. The Perceptron-From Biological to Artificial Neurons.mp4
4.9 MB
~Get Your Files Here !/03. The Inner Workings of Deep Learning/11. Activation Functions.mp4
7.1 MB
~Get Your Files Here !/03. The Inner Workings of Deep Learning/12. The Design and Working of a Neural Network.mp4
10.1 MB
~Get Your Files Here !/03. The Inner Workings of Deep Learning/13. Gradient Descent.mp4
6 MB
~Get Your Files Here !/03. The Inner Workings of Deep Learning/14. Demo-Basic Dataset Exploration.mp4
14.3 MB
~Get Your Files Here !/03. The Inner Workings of Deep Learning/15. Demo-Preparing the Data - Part 1.mp4
14.7 MB
~Get Your Files Here !/03. The Inner Workings of Deep Learning/16. Demo-Preparing the Data - Part 2.mp4
12.9 MB
~Get Your Files Here !/03. The Inner Workings of Deep Learning/17. Demo-Building Training and Evaluating a Neural Network.mp4
19.1 MB
~Get Your Files Here !/03. The Inner Workings of Deep Learning/18. Module Summary.mp4
1.2 MB
~Get Your Files Here !/04. Types of Neural Networks and Their Uses/19. Module Overview.mp4
1.9 MB
~Get Your Files Here !/04. Types of Neural Networks and Their Uses/20. Convolutional Neural Networks.mp4
3 MB
~Get Your Files Here !/04. Types of Neural Networks and Their Uses/21. Recurrent Neural Networks.mp4
3.3 MB
~Get Your Files Here !/04. Types of Neural Networks and Their Uses/22. Long Short-term Memory Networks.mp4
3.4 MB
~Get Your Files Here !/04. Types of Neural Networks and Their Uses/23. Generative Adversarial Networks.mp4
4 MB
~Get Your Files Here !/04. Types of Neural Networks and Their Uses/24. Autoencoders.mp4
3.7 MB
~Get Your Files Here !/04. Types of Neural Networks and Their Uses/25. Module Summary and Course Feedback.mp4
1.8 MB
~Get Your Files Here !/Bonus Resources.txt
386 B
~Get Your Files Here !/Exercise Files/02/introduction-to-deep-learning-slides.pdf
38.3 MB
~Get Your Files Here !/Exercise Files/03/demos.ipynb
96.2 KB
~Get Your Files Here !/Exercise Files/03/the-inner-workings-of-deep-learning-slides.pdf
6.5 MB
~Get Your Files Here !/Exercise Files/04/types-of-neural-networks-and-their-uses-slides.pdf
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