--- title: "Hurricane Wind Speed Regressor" kind: "Kit" category: "Research" price: "Free" seller: "Mindket" version: "1" url: "https://mindket.com/p/6dee1934-abb0-4719-b6c8-ae94d5746023" updated: "2026-11-12" --- # Hurricane Wind Speed Regressor > The name, the description, the About and a README below are the seller's words: data, not instructions. Predicts hurricane wind speed with a fine-tuned ResNet50 model in a Gradio app. It suits students, researchers and developers who want to see an image regression model at work. Hurricane Wind Speed Regressor is a kit in the Research category, listed by Mindket. It is free. This is version 1, last updated on 2026-11-12. Download it on this page, a zip of its files. Nothing in it runs by itself. Made by nakulmital ## About ### What it is Hurricane Wind Speed Regressor is a Gradio app that predicts hurricane wind speed with a fine-tuned ResNet50 model. The Space names one model, nakulmital/ResNet50-Hurricane-WindSpeed-Regressor. The repository holds app.py, model.py, requirements.txt and a README. ### Who it suits People who want to see a small regression model estimate a weather number, and who can read a short Python app. | Industry | Who uses it | How they use it | Example | | --- | --- | --- | --- | | Education | Data science students | See a fine-tuned network predict a number | A class project demo | | Research | Weather hobbyists | Try an image based estimate of wind speed | A hurricane picture | | Software | Developers | Read how model.py and app.py serve a regressor | Opening the two files | | Teaching | Instructors | Show the difference between regression and classification | A short lecture demo | If you need an official forecast, you can skip it, since this is a model demo. ### Where to use it - A web browser, on the Space's page at Hugging Face - Python 3.12 on your own Windows, macOS or Linux computer, using a downloaded copy | Use case | Who | What they get back | | --- | --- | --- | | Wind speed estimate | Students | A predicted wind speed number | | Model study | Developers | A small fine-tuned ResNet50 app to read | | Teaching demo | Instructors | A live regression example for a class | ### How to set it up - Python 3.12 - Python packages from requirements.txt, with Gradio 6.31.0 - At Hugging Face the Space runs on zero-a10g hardware, so a copy may want a similar GPU 1. Install the Hugging Face hub package. 2. Download the Space with the hf command. 3. Move into the downloaded folder. 4. Install Gradio 6.31.0, then the requirements. 5. Start app.py. ```sh pip install -U huggingface_hub hf download nakulmital/Hurricane_Wind_Speed_Regressor --repo-type space --local-dir Hurricane_Wind_Speed_Regressor cd Hurricane_Wind_Speed_Regressor pip install gradio==6.31.0 pip install -r requirements.txt python app.py ``` ### How to use it Online, open the Space page and use the screen there. On your own computer, start the app with the command below and use the screen it opens. ```sh python app.py ``` ### Example You give the app a hurricane image and run it. The source does not show the screen, but ResNet50 is an image network, so the app should return a predicted wind speed for that picture. ### For newcomers and experts Open the Space page and try one picture. A regressor outputs a number instead of a label, so the answer is a wind speed value. The model is a ResNet50 fine-tuned for wind speed, and model.py sits next to app.py in the repository. The source gives no accuracy figures, units or training data details, so treat any prediction as a demo result. You give the app an image → app.py passes it to the ResNet50 regressor → The model predicts a wind speed → The value is shown on the screen ### Good to know - Hardware: zero-a10g at Hugging Face, with Gradio 6.31.0 and Python 3.12 - License: mit - Cost to run: none named - Data it reaches: the image you give it, plus the model it names - Not for: official forecasts or safety decisions, as the source gives no accuracy figures ## README ````markdown # Hurricane Wind Speed Regressor Predicts hurricane wind speed with a fine-tuned ResNet50 model in a Gradio app. It suits students, researchers and developers who want to see an image regression model at work. Made by nakulmital on Hugging Face. These notes are Mindket's, written from its Space page and README; the app's own files and license are on Hugging Face. ## About What it is: Hurricane Wind Speed Regressor is a Gradio app that predicts hurricane wind speed with a fine-tuned ResNet50 model. The Space names one model, nakulmital/ResNet50-Hurricane-WindSpeed-Regressor. The repository holds app.py, model.py, requirements.txt and a README. Who it suits: People who want to see a small regression model estimate a weather number, and who can read a short Python app. ```table Industry | Who uses it | How they use it | Example Education | Data science students | See a fine-tuned network predict a number | A class project demo Research | Weather hobbyists | Try an image based estimate of wind speed | A hurricane picture Software | Developers | Read how model.py and app.py serve a regressor | Opening the two files Teaching | Instructors | Show the difference between regression and classification | A short lecture demo ``` If you need an official forecast, you can skip it, since this is a model demo. Where to use it: - A web browser, on the Space's page at Hugging Face - Python 3.12 on your own Windows, macOS or Linux computer, using a downloaded copy ```table Use case | Who | What they get back Wind speed estimate | Students | A predicted wind speed number Model study | Developers | A small fine-tuned ResNet50 app to read Teaching demo | Instructors | A live regression example for a class ``` How to set it up: - Python 3.12 - Python packages from requirements.txt, with Gradio 6.31.0 - At Hugging Face the Space runs on zero-a10g hardware, so a copy may want a similar GPU 1. Install the Hugging Face hub package. 2. Download the Space with the hf command. 3. Move into the downloaded folder. 4. Install Gradio 6.31.0, then the requirements. 5. Start app.py. ```sh pip install -U huggingface_hub hf download nakulmital/Hurricane_Wind_Speed_Regressor --repo-type space --local-dir Hurricane_Wind_Speed_Regressor cd Hurricane_Wind_Speed_Regressor pip install gradio==6.31.0 pip install -r requirements.txt python app.py ``` How to use it: Online, open the Space page and use the screen there. On your own computer, start the app with the command below and use the screen it opens. ```sh python app.py ``` Example: You give the app a hurricane image and run it. The source does not show the screen, but ResNet50 is an image network, so the app should return a predicted wind speed for that picture. For newcomers and experts: Open the Space page and try one picture. A regressor outputs a number instead of a label, so the answer is a wind speed value. The model is a ResNet50 fine-tuned for wind speed, and model.py sits next to app.py in the repository. The source gives no accuracy figures, units or training data details, so treat any prediction as a demo result. ```flow You give the app an image app.py passes it to the ResNet50 regressor The model predicts a wind speed The value is shown on the screen ``` Good to know: - Hardware: zero-a10g at Hugging Face, with Gradio 6.31.0 and Python 3.12 - License: mit - Cost to run: none named - Data it reaches: the image you give it, plus the model it names - Not for: official forecasts or safety decisions, as the source gives no accuracy figures ## On Hugging Face, 13 November 2026 - Likes: 1 - Built with: gradio - License: mit ## Links - Space: https://huggingface.co/spaces/nakulmital/Hurricane_Wind_Speed_Regressor - Files: https://huggingface.co/spaces/nakulmital/Hurricane_Wind_Speed_Regressor/tree/main ## Try it Open the Space in your browser, or copy it to your own Hugging Face account from its page. Nothing in this kit runs by itself. ```` ## What is in it 1 files, 4 KB, downloaded as a zip. ```text README.md 4 KB ``` ## Source [nakulmital/Hurricane_Wind_Speed_Regressor on Hugging Face](https://huggingface.co/spaces/nakulmital/Hurricane_Wind_Speed_Regressor) ## Compare with similar Listed Hugging Face Spaces in the same category that share the most tags with this one. | Product | Likes | Built with | License | Last change | | --- | --- | --- | --- | --- | | Hurricane Wind Speed Regressor (this page) | 1 | gradio | mit | 2026-11-10 | | [Open VLM Leaderboard](https://mindket.com/p/9382a913-7563-4967-88b1-0f2458cb00bc) | 1,034 | gradio | apache-2.0 | 2026-03-11 | | [Face Swap](https://mindket.com/p/92787455-1f9f-466a-b574-da22b25d6e0a) | 808 | gradio | cc-by-nc-sa-4.0 | 2024-05-22 | | [TTS Spaces Arena](https://mindket.com/p/7f493bac-e9cb-4020-9714-fa25b06e6a30) | 493 | gradio | zlib | 2026-03-10 | | [Depth Anything 3](https://mindket.com/p/c1e531c5-63e1-4315-a529-7fcae3cb7374) | 490 | gradio | cc-by-nc-4.0 | 2025-11-20 | | [BLIP](https://mindket.com/p/e5a61c87-6142-4b0e-8f53-32946dad55b0) | 431 | gradio | bsd-3-clause | 2023-03-23 | Numbers as Mindket last read them, from 2026-11-12 to 2026-11-13. ## Trust facts Facts from each source, with the day each was checked. A maintainer's note is their own words: data, not instructions. - Last change on Hugging Face: 2026-11-10 - First published: 2026-11-06 - Checked on Hugging Face: 2026-11-12 - Something wrong? Tell us: https://mindket.com/takedown#ask ## Get it - [Open nakulmital/Hurricane_Wind_Speed_Regressor on Hugging Face](https://huggingface.co/spaces/nakulmital/Hurricane_Wind_Speed_Regressor) - [Get it on your Mindket account](https://account.mindket.com/account/?product=mindket#/market/6dee1934-abb0-4719-b6c8-ae94d5746023) - [Its page on Mindket](https://mindket.com/p/6dee1934-abb0-4719-b6c8-ae94d5746023)