Generative AI: Learn about the next AI frontier
- Description
- Curriculum
- FAQ
- Reviews
Hello and Welcome to a new Journey in the vast area of Generative AI
Generative AI is changing our definition of the way of interacting with machines, mobiles and computers. It is changing our day-to-day life, where AI is an essential component.
This new way of interaction has many faces: the good, the bad and the ugly.
In this course we will sail in the vast sea of Generative AI, where we will cover both the theoretical foundations of Generative models, in different modalities mappins: Txt2Txt, Img2Txt, Txt2Img, Img2Txt and Txt2Voice and Voice2Text. We will discuss the SoTA models in each area at the time of this course. This includes the SoTA technology of Transformers, Language models, Large LM or LLM like Generative Pre-trained Transformers (GPT), paving the way to ChatGPT for Text Generation, and GANs, VAE, Diffusion models like DALL-E and StabeDiffusion for Image Generation, and VALL-E foe Voice Generation.
In addition, we will cover the practical aspects, where we will build simple Language Models, Build a ChatGPT clone using OpenAI APIs where we will take a tour in OpenAI use cases with GPT3.5 and ChatGPT and DALL-E. In addition we will cover Huggingface transformers and StableDiffusion.
Hope you enjoy our journey!
-
8Unimodal mappings: Txt2txt and Language modelsVideo lesson
-
9Statistical Language Models (SLM)Video lesson
-
10Neural Language Models (NLM) - Char levelVideo lesson
-
11Neural Language Models (NLM) - Word levelVideo lesson
-
12SLM and NLM in Python and KerasVideo lesson
عذرا لاستخدام اللغة الانجليزية في هذا التسجيل
-
13Seq2seq modelsVideo lesson
-
14Seq2seq + Attention modelsVideo lesson
-
15TransformersVideo lesson
-
16Huggingface Transformer PipelineVideo lesson
-
17Large-Scale Language Models (LLM) - Transfer Learning in NLPVideo lesson
-
18Pre-trained TransformersVideo lesson
-
19BERTVideo lesson
-
20GPTVideo lesson
-
21ChatGPTVideo lesson
-
22OpenAI APIVideo lesson
-
23GPT-3 FinetuningVideo lesson
-
24GPT-3 ChatbotVideo lesson
-
25ChatGPT Clone in Google ColabVideo lesson
-
26ChatGPT Clone in StreamlitVideo lesson
-
27ChatGPT Clone ExcerciseVideo lesson
-
28Img2Img Encoder-DecoderVideo lesson
-
29Auto Encoder (AE)Video lesson
-
30AE VisualizationVideo lesson
-
31Variational Auto Encoder (VAE)Video lesson
-
32Conditional VAEVideo lesson
-
33Coding AE in KerasVideo lesson
-
34Generative Adversarial Nets (GANs)Video lesson
-
35Generating images from GANsVideo lesson
-
36Training GANsVideo lesson
-
37Coding GAN training in KerasVideo lesson
-
38DCGANVideo lesson
-
39Conditional GANsVideo lesson
-
40AttributeGANVideo lesson
-
41How Good are GANs today?Video lesson
-
42Domain adaptation with pix2pix and CycleGANVideo lesson
-
43Multimodal Txt2Img generationVideo lesson
-
44Diffusion modelsVideo lesson
-
45Latent Diffusion Models (LDM)Video lesson
-
46CLIPVideo lesson
-
47StableDiffusionVideo lesson
-
48Online tools for txt2img: DreamStudio and MidjourneyVideo lesson
-
49OpenAI API - DALL-EVideo lesson
-
50Huggingface - StableDiffusionVideo lesson
-
51Excercise - Midjourney cloneVideo lesson
-
52Img2Txt generation - Image CaptioningVideo lesson
-
53Txt2Voice generation - VALL-EVideo lesson
External Links May Contain Affiliate Links read more