https://github.com/youssefhosni/building-ai-applications-with-hugging-face
Hands-On tutorials building zero shot AI Applications with Hugging Face Open Source Models
https://github.com/youssefhosni/building-ai-applications-with-hugging-face
Last synced: 4 months ago
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Hands-On tutorials building zero shot AI Applications with Hugging Face Open Source Models
- Host: GitHub
- URL: https://github.com/youssefhosni/building-ai-applications-with-hugging-face
- Owner: youssefHosni
- Created: 2024-08-02T14:22:29.000Z (10 months ago)
- Default Branch: main
- Last Pushed: 2024-11-22T21:28:43.000Z (7 months ago)
- Last Synced: 2024-12-26T18:24:44.257Z (6 months ago)
- Size: 208 KB
- Stars: 35
- Watchers: 4
- Forks: 2
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# Building-AI-Applications-with-Hugging-Face
Hands-On tutorials building zero shot AI Applications with Hugging Face Open Source Models
[](https://youssefh.substack.com/)
[](https://medium.com/@yousefhosni)
[](https://www.kaggle.com/youssef19)
[](https://www.youtube.com/channel/UCeEcSgRzYFuVt-2Yk1ULdhQ)
## Text-Based Application ##
|Topic |Blog |Kaggle Notebook| Youtube Video|
|--------|-------|----------|----------|
|Building Chatbot Using HuggingFace Open Source Models| [](https://medium.com/gitconnected/building-chatbot-using-huggingface-open-source-models-5e6e745d8df9?sk=2cd24dbce3de091ee5deefedb01466f7)| []()|[](https://youtu.be/U72zOSE7eZw?si=EOGqMaLsRU83i3nD)|
|Building Text Translation System using Meta NLLB Open-Source Model| [](https://medium.com/gitconnected/building-text-translation-system-using-meta-nllb-open-source-model-3b7a73d81a47?sk=6e3cb1c6b65697c5f2db24a86916a9aa)|[](https://www.kaggle.com/code/youssef19/building-text-translation-system-using-meta-nllb)| [](https://youtu.be/yGP6matWsC8?si=TM5Z8e1Yl7cBPsYg)|
## Speech-Based Application ##
|Topic |Blog |Kaggle Notebook| Youtube Video|
|--------|-------|----------|----------|
|Zero-Shot Audio Classification Using HuggingFace CLAP Open-Source Model | [](https://medium.com/towards-artificial-intelligence/zero-shot-audio-classification-using-huggingface-clap-open-source-model-f3c8ab8ca548?sk=63d721a0e52734a73f724a4328c504e7) |[](https://www.kaggle.com/code/youssef19/zero-shot-audio-classification-with-clap)| []()|
|Building & Deploying a Speech Recognition System Using the Whisper Model & Gradio | [](https://pub.towardsai.net/building-deploying-a-speech-recognition-system-using-the-whisper-model-gradio-589624fbf4d0?sk=83e75898d70cdbc70fc97660cde32c94) | []()| []() |
|Building Text-to-Speech Systems Using VITS & ArTST Models | [](https://levelup.gitconnected.com/building-text-to-speech-systems-using-vits-artst-models-d159837fbc9d?sk=afe177b992e15c8713bb0d853070a665) | []()| []() |
## Image Based Applications ##
|Topic |Blog |Kaggle Notebook| Youtube Video|
|--------|-------|----------|----------|
|Step-by-Step Guide to Zero-Shot Image Classification using CLIP Model | []() | [](https://www.kaggle.com/code/youssef19/zero-shot-image-classification-using-clip-model)| [](https://youtu.be/m8ZyD9O4_5Y?si=dWyZd1FtVuknRD5-) |
|Building an Object Detection Assitant Application: A Step-by-Step Guide | [](https://levelup.gitconnected.com/building-an-object-detection-assitant-application-a-step-by-step-guide-e04f79ccefed?sk=eeb2984a1b71d237e6065603c9725313) | [](https://www.kaggle.com/code/youssef19/building-an-object-detection-assitant-application)| [](https://youtu.be/6MMxDXbxkFU?si=kV8bMR-y7IgpuH2Y) |
|Zero-Shot Image Segmentation using Segment Anything Model (SAM) | [](https://levelup.gitconnected.com/zero-shot-image-segmentation-using-segment-anything-model-sam-adf6e3048fd4?sk=34d15b8e3bc5370ccbfc279110e707c4) | [](https://www.kaggle.com/code/youssef19/zero-shot-image-segmentation-using-sam)| [](https://youtu.be/bhihVfUbNds?si=rR9fZlPZQt4cm-D8) |
|Building Zero Shot Depth Estimation Application Using DPT Model & Gradio| [](https://medium.com/to-data-beyond/building-zero-shot-depth-estimation-application-using-dpt-model-gradio-797c7ea4642f?sk=9e19d8eb4e4d2dc403f04c6956dacd4b) | [](https://www.kaggle.com/code/youssef19/zero-shot-depth-estimation-application)| [](https://youtu.be/QkgRFV8Hi5I?si=fwBWaLsk1Y7xPUPL) |
## Vision Language Applications ##
|Topic |Blog |Kaggle Notebook| Youtube Video|
|--------|-------|----------|----------|
|Building Visual Questioning Answering System Using Hugging Face Open-Source Models | [](https://pub.towardsai.net/building-visual-questioning-answering-system-using-hugging-face-open-source-models-294ab613d10c?sk=1d779c7f2a7169aced430dfa8356176f) | [](https://www.kaggle.com/code/youssef19/visual-questioning-answering-system-with-blip)| [](https://youtu.be/18J-U-obcoo?si=su0-n3sIoYLhfczX) |
|Building Image Captioning System using SalesForce Blip Model | [](https://levelup.gitconnected.com/building-image-captioning-system-using-salesforce-blip-model-4ebd766d8deb?sk=a3ee5fab64b39a529575ac346075ca28) | [](https://www.kaggle.com/code/youssef19/image-captioning-system-with-salesforce-blip-model)| [](https://youtu.be/nnRqnUY-Ctg?si=AZ6Bw_fRRRc0jjS_) |
|Building Image-to-Text Matching System Using Hugging Face Open-Source Models | [](https://levelup.gitconnected.com/building-image-to-text-matching-system-using-hugging-face-open-source-models-16d9c8f0e8a2?sk=9a8be9f63d3c3480919627eaea668978) | [](https://www.kaggle.com/code/youssef19/image-to-text-matching-system)| []() |
## Application Deployment ##
|Topic |Blog |Kaggle Notebook| Youtube Video|
|--------|-------|----------|----------|
|Deploying Machine Learning Models on Hugging Face Hub with Gradio Integration | [](https://medium.com/to-data-beyond/deploying-machine-learning-models-on-hugging-face-hub-with-gradio-integration-b79baaea808a?sk=bf69c2e526a225f473f1874dbe9a79a1) | []()| []() |