TensorFlow.js Image Classification Made Easy
TensorFlow.js Image Classification Made Easy
In this video you're going to discover an easy way how to train a convolutional neural network for image classification and use the created TensorFlow.js image classifier afterwards to score x-ray images locally in your web browser.
TensorFlow.JS is a great machine learning javascript-based framework to run your machine learning models locally in the web browser as well as on your server using node.js.
But defining your model structure and training it, is way more complex than just using a trained model.
Azure Custom Vision - one of the various Cognitive Services - offers you an easy way to avoid this hassle.
If you wan't to have a look at the final code, please check out my GitHub repository:
https://github.com/SaschaDittmann/tfjs-customvision
The dataset I used (Pulmonary Chest X-Ray Abnormalities), can be downloaded here:
https://www.kaggle.com/kmader/pulmonary-chest-xray-abnormalities
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Watch my most recent upload: http://bit.ly/2OihAlj
https://www.youtube.com/playlist?list=UUbX8EdsCb-jFDfr05hzMjjw&playnext=1&index=1
🚀 Tools and services I used in this video:
TensorFlow.JS
https://www.tensorflow.org/js
Azure Custom Vision
https://www.customvision.ai/
Visual Studio Code
https://code.visualstudio.com/
✅ Recommended playlists:
TensorFlow.JS
https://www.youtube.com/playlist?list=PLZk8J6FocZbaClHkIPk4SWZHxn_9VArb5
Data Science
https://www.youtube.com/playlist?list=PLZk8J6FocZbYndTOSJqO7gKzGdt0ep2Fc
✅ For business inquiries contact me at CloudBlog@gmx.de
✅ Let's connect:
Watch me Live on Twitch: https://www.twitch.tv/saschadittmann
Join our Discord: https://discord.gg/xt2PtAVK6t
Twitter: https://twitter.com/SaschaDittmann
Facebook: https://www.facebook.com/DataDrivenDev
Instagram: https://www.instagram.com/saschadittmann/
LinkedIn: https://www.linkedin.com/in/saschadittmann
GitHub: https://github.com/SaschaDittmann
DISCLAIMER: This video and description contains affiliate links, which means that if you click on one of the product links, I’ll receive a small commission. This helps support my channel and allows me to continue making awesome videos like this. Thank you for the support!
#TensorFlowJS #CustomVision #ImageClassification
Видео TensorFlow.js Image Classification Made Easy канала Sascha Dittmann
In this video you're going to discover an easy way how to train a convolutional neural network for image classification and use the created TensorFlow.js image classifier afterwards to score x-ray images locally in your web browser.
TensorFlow.JS is a great machine learning javascript-based framework to run your machine learning models locally in the web browser as well as on your server using node.js.
But defining your model structure and training it, is way more complex than just using a trained model.
Azure Custom Vision - one of the various Cognitive Services - offers you an easy way to avoid this hassle.
If you wan't to have a look at the final code, please check out my GitHub repository:
https://github.com/SaschaDittmann/tfjs-customvision
The dataset I used (Pulmonary Chest X-Ray Abnormalities), can be downloaded here:
https://www.kaggle.com/kmader/pulmonary-chest-xray-abnormalities
🔔 Subscribe for more free data analytics videos: https://www.youtube.com/saschadittmann?sub_confirmation=1
And don't forget to click the bell so you don't miss anything.
💪 Share this video with a YouTuber friend: https://youtu.be/WFUL_oRT3nk
📢 If you enjoyed this video help others enjoy it by adding captions in your native language -
https://www.youtube.com/timedtext_video?v=WFUL_oRT3nk
Watch my most recent upload: http://bit.ly/2OihAlj
https://www.youtube.com/playlist?list=UUbX8EdsCb-jFDfr05hzMjjw&playnext=1&index=1
🚀 Tools and services I used in this video:
TensorFlow.JS
https://www.tensorflow.org/js
Azure Custom Vision
https://www.customvision.ai/
Visual Studio Code
https://code.visualstudio.com/
✅ Recommended playlists:
TensorFlow.JS
https://www.youtube.com/playlist?list=PLZk8J6FocZbaClHkIPk4SWZHxn_9VArb5
Data Science
https://www.youtube.com/playlist?list=PLZk8J6FocZbYndTOSJqO7gKzGdt0ep2Fc
✅ For business inquiries contact me at CloudBlog@gmx.de
✅ Let's connect:
Watch me Live on Twitch: https://www.twitch.tv/saschadittmann
Join our Discord: https://discord.gg/xt2PtAVK6t
Twitter: https://twitter.com/SaschaDittmann
Facebook: https://www.facebook.com/DataDrivenDev
Instagram: https://www.instagram.com/saschadittmann/
LinkedIn: https://www.linkedin.com/in/saschadittmann
GitHub: https://github.com/SaschaDittmann
DISCLAIMER: This video and description contains affiliate links, which means that if you click on one of the product links, I’ll receive a small commission. This helps support my channel and allows me to continue making awesome videos like this. Thank you for the support!
#TensorFlowJS #CustomVision #ImageClassification
Видео TensorFlow.js Image Classification Made Easy канала Sascha Dittmann
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