https://github.com/soloeinsteinmit/sophiadl
SophiaDL is a personal repository documenting my journey of learning deep learning with PyTorch. Through hands-on experiments and projects, I aim to gain wisdom in building and understanding neural networks and AI models.
https://github.com/soloeinsteinmit/sophiadl
Last synced: over 1 year ago
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SophiaDL is a personal repository documenting my journey of learning deep learning with PyTorch. Through hands-on experiments and projects, I aim to gain wisdom in building and understanding neural networks and AI models.
- Host: GitHub
- URL: https://github.com/soloeinsteinmit/sophiadl
- Owner: soloeinsteinmit
- License: mit
- Created: 2024-11-16T12:59:29.000Z (over 1 year ago)
- Default Branch: master
- Last Pushed: 2024-12-11T19:23:55.000Z (over 1 year ago)
- Last Synced: 2024-12-11T20:31:03.668Z (over 1 year ago)
- Language: Jupyter Notebook
- Size: 93.1 MB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# SophiaDL
**Σοφία (Sophia)** – Greek for "wisdom," represents my journey of gaining knowledge and understanding in deep learning using PyTorch.
## About the Repository
Welcome to **SophiaDL**, a personal learning project where I explore the fundamentals and advanced concepts of deep learning using PyTorch. This repository will document my progress, experiments, and hands-on projects as I learn to build and optimize neural networks and develop a deeper understanding of AI.
## Goals
1. Understand the basics of deep learning concepts such as forward and backward propagation, loss functions, and optimization algorithms.
2. Gain hands-on experience in implementing neural networks using PyTorch.
3. Explore various architectures, such as CNNs, RNNs, and transformers.
4. Work on small projects to apply learned concepts to real-world problems.
## Repository Structure
This repository will grow and evolve as I progress. Here's a tentative structure:
- **Notebooks/**: Jupyter notebooks covering theory and hands-on experiments.
- **Projects/**: Mini-projects implementing learned concepts.
- **Resources/**: References and materials that helped me during this journey.
- **Logs/**: Notes and reflections on my learning process.
## Getting Started
If you're curious about learning deep learning or exploring PyTorch, feel free to follow along! Here’s how to get started:
1. Clone this repository:
```bash
git clone https://github.com/soloeinsteinmit/SophiaDL.git
```
2. Install the required dependencies:
```bash
pip install -r requirements.txt
```
## Tools and Frameworks
- Python
- PyTorch
- Jupyter Notebooks
## Acknowledgements
This repository is inspired by online courses, tutorials, and documentation from the PyTorch community. Special thanks to creators and educators who make learning accessible and enjoyable.
## License
This project is for personal learning and is licensed under the MIT License. Feel free to use any code here for educational purposes.