Captcha recognition using PyTorch (Convolutional-RNN + CTC Loss)
In this video, I will show you how you can implement a Convolutional-RNN model for captcha recognition. We will be using CTC loss and everything will be done in PyTorch.
You can find the code for this tutorial here: https://github.com/abhishekkrthakur/captcha-recognition-pytorch
00:00 Introduction
01:10 Data & Config
04:30 Dataset
13:45 Training File Part - 1
26:16 Data View
30:30 Engine
34:38 Model
58:28 Train File Part - 2
1:12:35 Training and Inference
Note:
This tutorial was heavily inspired by Aakash Nain's code example available in keras blog: https://keras.io/examples/vision/captcha_ocr/
Connect with him on LinkedIn: https://in.linkedin.com/in/aakash-kumar-nain
Please subscribe and like the video to help me keep motivated to make awesome videos like this one. :)
To buy my book, Approaching (Almost) Any Machine Learning problem, please visit: https://bit.ly/buyaaml
Follow me on:
Twitter: https://twitter.com/abhi1thakur
LinkedIn: https://www.linkedin.com/in/abhi1thakur/
Kaggle: https://kaggle.com/abhishek
Instagram: https://instagram.com/abhi4ml
Видео Captcha recognition using PyTorch (Convolutional-RNN + CTC Loss) канала Abhishek Thakur
You can find the code for this tutorial here: https://github.com/abhishekkrthakur/captcha-recognition-pytorch
00:00 Introduction
01:10 Data & Config
04:30 Dataset
13:45 Training File Part - 1
26:16 Data View
30:30 Engine
34:38 Model
58:28 Train File Part - 2
1:12:35 Training and Inference
Note:
This tutorial was heavily inspired by Aakash Nain's code example available in keras blog: https://keras.io/examples/vision/captcha_ocr/
Connect with him on LinkedIn: https://in.linkedin.com/in/aakash-kumar-nain
Please subscribe and like the video to help me keep motivated to make awesome videos like this one. :)
To buy my book, Approaching (Almost) Any Machine Learning problem, please visit: https://bit.ly/buyaaml
Follow me on:
Twitter: https://twitter.com/abhi1thakur
LinkedIn: https://www.linkedin.com/in/abhi1thakur/
Kaggle: https://kaggle.com/abhishek
Instagram: https://instagram.com/abhi4ml
Видео Captcha recognition using PyTorch (Convolutional-RNN + CTC Loss) канала Abhishek Thakur
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