Overview
Learn how to implement OpenAI's CLIP model for zero-shot image classification and similarity tasks in this hands-on tutorial video. Explore the fundamentals of CLIP through practical demonstrations, starting with loading the model from HuggingFace and progressing to advanced deployment on Azure AI Studio. Master zero-shot classification techniques, understand image similarity computations, and gain practical experience with Azure AI Studio's REST API integration. Follow along with the provided Colab notebook to implement CLIP for tasks like classifying images without prior training and finding similar images based on visual features. Discover how to monitor and analyze model performance through Azure AI Studio's logging capabilities while building production-ready computer vision solutions.
Syllabus
- Introduction
- Subscribe :
- Overview of OpenAI CLIP
- Zero-Shot Classification
- Image Similarity
- Deploying CLIP on Azure AI Studio
- Using the Azure AI Studio REST API
- Logs and Monitoring on Azure AI Studip
Taught by
Donato Capitella