Mastering AI Models with Hands-On Google Colab Projects
.MP4, AVC, 1280x720, 30 fps | English, AAC, 2 Ch | 1h 8m | 742 MB
Instructor: Yu Li
.MP4, AVC, 1280x720, 30 fps | English, AAC, 2 Ch | 1h 8m | 742 MB
Instructor: Yu Li
Idea Implementation with Hugging Face, GPT-4o, GPT2, Llama3, Mistral-7B, NLLB, diffusers, HuBERT and Bark Using Colab
What you'll learn
- Create Question and Answer Chatbot Using Colab, Llama 3, Mistral-7B and GPT2 Models
- Generate Images from Text Using Colab and Stable Diffusion Model
- Image Recognition Using Colab and GPT-4o API
- Generate Voice Using Colab and Bark Model
- Generate Video Using Colab and text-to-video-ms-1.7b Model
Requirements
- No programming experience needed
- Interesting of learning
Description
Table of Contents
How to use Google Colab
- How to create a Google Colab project
- How to run a python project on Colab
- How to choose GPU
- How to use external File on Colab
- How to use file from Google Driver on Colab
- How to use Hugging Face token and ChatGPT token from Colab
Translation text use NLLB Model
Based on a text in german, using NLLB Model we can translate it to english. NLLB Model supports for more than 200 languages as input and output.
QnA with Llama 3 Model and Mistral-7B Model based on FaQ
An FaQ text file was prepared, by using Llama 3 Model or Mistral-7B Model, questions about this FaQ file can be raised and the Chatbot will give answer based on the FaQ file.
QnA with GPT-2 Model based on a JSON File
Information about a dummy company profile was prepared in a json file, by using GPT-2 Model, the Chatbot will give answer based on the company profile, if related question is raised.
Image Generation with Stable Diffusion Model
Based on text, an image will be generated by using stable diffusion model.
Image Recognition with GPT-4o Model
Given a image of a Sculpture, using GPT-4o model, it will tell you what is inside the image and give you information about the sculpture.
Voice Generation with Bark Model
Based on the voice you provide, the Bark model tries to generate a voice file for text snippets.
Text to Video with text-to-video-ms-1.7b Model
Given a text description about a scenario, the text-to-video-ms-1.7b will generate a video for you.
Who this course is for:
- People who are curious about AI
- People who wanna interact with AI Models
- People who are interested in showcases of using AI models
- People who wanna run AI Models on Google Colab