Image Classification with Convolutional Neural Networks | Deep Learning with PyTorch: Zero to GANs |
“Deep Learning with PyTorch: Zero to GANs” is a beginner-friendly online course offering a practical and coding-focused introduction to deep learning using the PyTorch framework. Learn more and register for a certificate of accomplishment here: http://zerotogans.com
Watch the entire series here: https://www.youtube.com/playlist?list=PLWKjhJtqVAbm5dir5TLEy2aZQMG7cHEZp
Code and Resources:
🔗 Image Classification using Convolutional Neural Networks: https://jovian.ai/aakashns/05-cifar10-cnn
🔗 Classifying images of everyday objects using a neural network: https://jovian.ai/aakashns/03-cifar10-feedforward
🔗 Discussion forum: https://jovian.ai/forum/t/lecture-4-image-classification-with-convolutional-neural-networks/13766
Topics covered in this video:
* Working with the 3-channel RGB images from the CIFAR10 dataset
* Introduction to Convolutions, kernels & features maps
* Underfitting, overfitting, and techniques to improve model performance
This course is taught by Aakash N S, co-founder & CEO of Jovian - a data science platform and global community.
- YouTube: https://youtube.com/jovianml
- Twitter: https://twitter.com/jovianml
- LinkedIn: https://linkedin.com/company/jovianml
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