Welcome to my repository featuring various deep learning projects! 🚀
This repository contains different tasks solved using convolutional neural networks, autoencoders, and transfer learning techniques. Each project is implemented in Jupyter Notebook with a detailed explanation of the applied algorithms.
- 🖼️ CIFAR-10 with LeNet
- 🔢 MNIST with Autoencoder
- 📜 Transfer Learning with AlexNet, VGGNet, and ResNet
- 💬 Disaster Tweets with NLP & BERT
Image classification using the LeNet convolutional neural network on the CIFAR-10 dataset.
Unsupervised feature learning and dimensionality reduction using an autoencoder on the MNIST dataset.
Applying transfer learning techniques using AlexNet, VGGNet, and ResNet for image classification tasks.
Natural language processing (NLP) approach to classify tweets as disaster-related or not, utilizing BERT.
- Clone the repository:
git clone https://github.com/sovunia-hub/deep-learning.git
- Open Jupyter Notebook and run the project of your choice.
📩 If you have any questions or suggestions, feel free to contact me!