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Generative AI with Python and TensorFlow 2

This course will cover generative AI and its applications, including theory, examples, and implementations using Python, TensorFlow, and Kubeflow.

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103 Lessons

16h

Certificate of Completion

This course will cover generative AI and its applications, including theory, examples, and implementations using Python, TensorFlow, and Kubeflow.
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This course includes

2 Assessments
62 Playgrounds
11 Quizzes
Course Overview
What You'll Learn
Course Content

Course Overview

With recent improvements in machine learning and deep learning, generative modeling has seen a tremendous uptick in the number of research works and its applications across different areas. Some of the newer methods (such as GANs) are very powerful yet difficult to control, making the overall learning process both exciting and frustrating. In this course, you’ll explore generative AI, a cutting-edge technology for generating synthetic (yet strikingly realistic) data using advanced machine learning algori...Show More
With recent improvements in machine learning and deep learning, generative modeling has seen a tremendous uptick in the number of research works and its applications across different areas. Some of the newer methods (such as GANs) are very powerful yet dif...Show More

What You'll Learn

An understanding of generative models, including their applications, principles of probability, and various techniques used in generative AI
Working knowledge of deep learning, including perceptrons, backpropagation, convolutional neural networks (CNNs), and recurrent neural networks (RNNs)
Hands-on experience implementing generative AI models using TensorFlow 2
Familiarity with emerging applications of generative AI
An understanding of generative models, including their applications, principles of probability, and various techniques used in generative AI

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Course Content

1.

Introduction to the Course

1 Lessons

Get familiar with generative AI fundamentals, focusing on GANs, VAEs, and practical applications.

2.

An Introduction to Generative AI

7 Lessons

Look at generative AI's capabilities, applications, probability rules, and modeling benefits.

7.

Style Transfer with GANs

6 Lessons

Master the steps to creative image transformations using GANs for paired and unpaired style transfers.

10.

The Rise of Methods for Text Generation

7 Lessons

Discover the logic behind text generation methods, including RNNs, LSTMs, and convolutional networks.

11.

NLP 2.0: Using Transformers to Generate Text

5 Lessons

Go hands-on with transformer architectures, key NLP concepts, and advanced text generation.

14.

Emerging Applications in Generative AI

6 Lessons

Investigate emerging generative AI applications in drug discovery, PDE solutions, video creation, and recipe generation.

16.

Conclusion

1 Lessons

Build on the comprehensive exploration of generative models and their practical applications.

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