Image Classification Web App in Python| Keras +Gradio|

In this video, I show how to build an image classification web app using a deep learning model built in keras or tensorflow.
Gradio library allows you to easily build user interface for your deep learning and machine learning models. In this video, i build a flower classification model in python using tensorflow data set. In the web app, output will be shown as the confidence for each class for a particular image.

[LYFhac]

This is absolutely a very simple way of deploying a model, I'm so thankful to you sir.

[sophiadcruz]

I am so grateful for you! Literally been searching tutorials on this topic for 2 days straight couldn't find one this well explained. Thankyou so so much! You've made my work 10x easier. You're a gem🥺

[sandeshsuman]

Thank you so much sir, I was just furstrated looking out to deploy my model one day before my project demonstration, but this one truly worked. A big thankyou once again

[rakshitavishwakarma]

hey I just cant thank you enough for making this so easy I was stuck on this ui thing for 3 days and i just did it finally

[edcelbogay]

AttributeError: module 'gradio' has no attribute 'inputs'

[shraddharai]

Has anyones got output correct? Mine is showing error after input

[anonymous-jnpr]

So every time i add image does model re run all epoch?

Is there any way that i direct use my trained manual model for classification by just uploading image to web.

[nidhishettigar]

Thank you so much for uploading this video....

[ThangTran-cbux]

thank you so much. Great work. Your tutorial help me a lot

[gypsygirlkigypsylife]

i am creating a multiple fruit detection website, I want to bring the detected image on the front end of website, like for example in your case u r getting the name of flower and accuracy ..., but i want the image of fruit detected along with bounding box, name of fruit and accuracy as i trained it, i used labelimg and yolov8 model for training and testing, can u tell how to do that

[md.rafiuzzamanbhuiyanafrid]

brother, I need your help. I'm trying to use gradio question-answering work in my model but I can't make it. Can you help me sharing some resources with me please??

[gurjotsinghkalsi]

I'm getting a error in last line that my model is not defined, any solutions ?

[keerthigavenkatesh]

Hi bro, the video was really useful. Are there also options for uploading a dataset as a zip file and then downloading a classified dataset?

[DinanathLad]

Thank for tutoring. i have a trained model file in .pb. So, can you please explain how to integrate that in your notebook?

[radhikachanian]

Hello Sir, I wanted to ask I can do so on Kaggle Notebook or not?

[md.imrulkayes]

how to code will be for binary classification. like sigmoid function.

[kunalvarma]

While installing the gradio it is giving error of crypto, pycryptodome

[jeslin]

Hi, may I know whether the same deployment will work for machine learning model as well?

[nishuchowdhury]

Gradio not working in kaggle.so what is the solution