Practical Generative AI for Beginners

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Practical Generative AI for Beginners.

At the end of this video you will learn how to make your own AI application. You will learn how to put your application into production.

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1: Getting started

Lesson 2: Practical Deep Learning for Coders 2022

2: Deployment

Lesson 3: Practical Deep Learning for Coders 2022

3: Neural net foundations

Lesson 3: Practical Deep Learning for Coders 2022

4: Natural Language (NLP)

Lesson 4: Practical Deep Learning for Coders 2022

5: From-scratch model

Lesson 5: Practical Deep Learning for Coders 2022

6: Random forests

Lesson 6: Practical Deep Learning for Coders 2022

7: Collaborative filtering

Lesson 7: Practical Deep Learning for Coders 2022

8: Convolutions (CNNs)

Lesson 8 - Practical Deep Learning for Coders 2022

9: Stable Diffusion

Lesson 9: Deep Learning Foundations to Stable Diffusion, 2022

10: Diving Deeper

Lesson 10: Deep Learning Foundations to Stable Diffusion, 2022

11: Matrix multiplication

Lesson 11 2022: Deep Learning Foundations to Stable Diffusion

12: Mean shift clustering

Lesson 12: Deep Learning Foundations to Stable Diffusion

13: Backpropagation & MLP

Lesson 13: Deep Learning Foundations to Stable Diffusion

14: Backpropagation

Lesson 14: Deep Learning Foundations to Stable Diffusion

15: Autoencoders

Lesson 15: Deep Learning Foundations to Stable Diffusion

16: The Learner framework

Lesson 16: Deep Learning Foundations to Stable Diffusion

17: Initialization/normalization

Lesson 17: Deep Learning Foundations to Stable Diffusion

18: Accelerated SGD & ResNets

Lesson 18: Deep Learning Foundations to Stable Diffusion

19: DDPM and Dropout

Lesson 19: Deep Learning Foundations to Stable Diffusion

20: Mixed Precision

Lesson 20: Deep Learning Foundations to Stable Diffusion

21: DDIM

Lesson 21: Deep Learning Foundations to Stable Diffusion

22: Karras et al (2022)

Lesson 22: Deep Learning Foundations to Stable Diffusion

23: Super-resolution

Lesson 23: Deep Learning Foundations to Stable Diffusion

24: Attention & transformers

Lesson 24: Deep Learning Foundations to Stable Diffusion

25: Latent diffusion

Lesson 25: Deep Learning Foundations to Stable Diffusion

Bonus: Data ethics

Ethics for Data Science

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