Generative AI (English Version): Unleashing Next-Gen AI

سرفصل های دوره

Generative AI - English version

1 - Introduction

1 - Introduction

2 - Course overview

2 - What is Generative AI

3 - What is Generative AI

4 - Generative vs Discriminative models

5 - Why Generative models

6 - EncoderDecoder design pattern

7 - GenAI modalities mappings

3 - Txt2Txt GenAI

8 - Unimodal mappings Txt2txt and Language models

9 - Statistical Language Models SLM

10 - Neural Language Models NLM Char level

11 - Neural Language Models NLM Word level

12 - SLM and NLM in Python and Keras

13 - Seq2seq models

14 - Seq2seq Attention models

15 - Transformers

16 - Huggingface Transformer Pipeline

17 - LargeScale Language Models LLM Transfer Learning in NLP

18 - Pretrained Transformers

19 - BERT

20 - GPT

21 - ChatGPT

22 - OpenAI API

23 - GPT3 Finetuning

24 - GPT3 Chatbot

25 - ChatGPT Clone in Google Colab

26 - ChatGPT Clone in Streamlit

27 - ChatGPT Clone Excercise

4 - Img2Img GenAI

28 - Img2Img EncoderDecoder

29 - Auto Encoder AE

30 - AE Visualization

31 - Variational Auto Encoder VAE

32 - Conditional VAE

33 - Coding AE in Keras

34 - Generative Adversarial Nets GANs

35 - Generating images from GANs

36 - Training GANs

37 - Coding GAN training in Keras

38 - DCGAN

39 - Conditional GANs

40 - AttributeGAN

41 - How Good are GANs today

42 - Domain adaptation with pix2pix and CycleGAN

5 - Multimodal GenAI

43 - Multimodal Txt2Img generation

44 - Diffusion models

45 - Latent Diffusion Models LDM

46 - CLIP

47 - StableDiffusion

48 - Online tools for txt2img DreamStudio and Midjourney

49 - OpenAI API DALLE

50 - Huggingface StableDiffusion

51 - Excercise Midjourney clone

52 - Img2Txt generation Image Captioning

53 - Txt2Voice generation VALLE

6 - The good the bad and the ugly

54 - The Good

55 - The Bad

56 - The Ugly

57 - What should we do

7 - Conclusion

58 - Conclusion

8 - Material

59 - Material.html

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تولید کننده: Udemy-Training