OpenAI's CLIP Explained and Implementation | Contrastive Learning | Self-Supervised Learning
CLIP (Contrastive Language-Image Pre-Training) is a neural network trained on a variety of (image, text) pairs. It can be instructed in natural language to predict the most relevant text snippet, given an image, without directly optimizing for the task, similarly to the zero-shot capabilities of GPT-2 and 3. We found CLIP matches the performance of the original ResNet50 on ImageNet “zero-shot” without using any of the original 1.28M labeled examples, overcoming several major challenges in computer vision.
OpenAI/CLIP github : https://github.com/openai/CLIP
Notebook :https://www.kaggle.com/karndeepsingh/clip-implementation/edit
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CLIP (Contrastive Language-Image Pre-Training) is a neural network trained on a variety of (image, text) pairs. It can be instructed in natural language to predict the most relevant text snippet, given an image, without directly optimizing for the task, similarly to the zero-shot capabilities of GPT-2 and 3. We found CLIP matches the performance of the original ResNet50 on ImageNet “zero-shot” without using any of the original 1.28M labeled examples, overcoming several major challenges in computer vision.
OpenAI/CLIP github : https://github.com/openai/CLIP
Notebook :https://www.kaggle.com/karndeepsingh/clip-implementation/edit
✅Recommended Gaming Laptops For Machine Learning and Deep Learning :
👉 1. HP Pavillion (Ryzen 5 / RTX 3050) – https://amzn.to/3HM2hI1
👉 2. Asus TUF (Ryzen 7 / RT 3050) – https://amzn.to/3sISj5P
👉 3. Acer Nitro 5 (Ryzen 5/ GTX 1650) – https://amzn.to/3HII8mi
👉 4. Acer Nitro 5 (Intel Core i5-11th Gen/ GTX 1650) – https://amzn.to/3hHBAcN
👉 5. Lenovo Legion 5 (Ryzen 5/ GTX 1650) – https://amzn.to/3KjpB1r
✅ Best Work From Home utilities to Purchase for Data Scientist :
👉 1. Wifi Range Extender – https://amzn.to/3INxUCf
👉 2. Samsung LED Monitor (24 Inches) – https://amzn.to/35U8sN3
👉 3. Laptop Stand – https://amzn.to/3KhUzqS
👉 3. Office Chair – https://amzn.to/3IJoiZl
👉 4. Power bank – https://amzn.to/3IMISrQ
👉 5. Wireless Keyboard and Mouse (Without Backlit) – https://amzn.to/3tthnNC
👉 6. Table Lamp – https://amzn.to/3IJIieg
👉 7. Table – https://amzn.to/3tv6tXA
👉 8. Mic – https://amzn.to/35rnzOb
✅ Recommended Books to Read on Machine Learning And Deep Learning:
👉 1. Natural Language Processing – https://amzn.to/3KhqszI
👉 2. Hands-On Machine Learning with Keras and Tensorflow – https://amzn.to/3KddeE2
👉 3. Deep Learning with Pytorch – https://amzn.to/35Lk2Kd
👉 4. Practical Machine Learning for Computer Vision – https://amzn.to/3HFfaDz
👉 5. Applied Data Science using Pyspark – https://amzn.to/3sLaV5s
Connect with me on :
1. LinkedIn: https://www.linkedin.com/in/karndeeps…
2. Telegram Group: https://telegram.me/datascienceclubac…
3. Github: https://www.github.com/karndeepsingh
#datascience #nlp #deeplearning #ecommerce
