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https://github.com/jason-cs18/dltk

Deep Dive into the Deep Learning Toolkit: A Comprehensive Guide to Deep Learning Systems
https://github.com/jason-cs18/dltk

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Deep Dive into the Deep Learning Toolkit: A Comprehensive Guide to Deep Learning Systems

Host: GitHub
URL: https://github.com/jason-cs18/dltk
Owner: Jason-cs18
Created: 2023-11-29T11:36:36.000Z (about 1 year ago)
Default Branch: main
Last Pushed: 2024-07-14T22:43:50.000Z (6 months ago)
Last Synced: 2024-07-14T23:36:33.588Z (6 months ago)
Language: Python
Size: 647 KB
Stars: 1
Watchers: 1
Forks: 0
Open Issues: 0
Metadata Files:
- Readme: README.md

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README

        # DLTK

In this comprehensive guide, we provide an extensive overview of deep learning toolkits, covering model design and deployment, with practical examples of image classification, object detection, semantic segmentation, and text-to-image synthesis. This guide is perfect for beginners and experts alike looking to gain a deeper understanding of the various applications of deep learning in machine learning.



  



## Applications

- [x] Text-to-image Synthesis `./image_generation`

- [x] Text-to-video Synthesis `./video_generation`

- [ ] Semantic Segmentation

## Notes

- Deep Learning Project

  - [Deep Learning Project Template (Code)](https://github.com/Lightning-AI/deep-learning-project-template)

  - [ProjectPage Template](https://github.com/eliahuhorwitz/Academic-project-page-template)

  - [Read the Docs](https://docs.readthedocs.io/en/stable/tutorial/)

- Engineering Tips

  - [x] [Linux Commands](https://github.com/Jason-cs18/DLTK/blob/main/engineering_tips/linux.md)

  - [x] [Virtual Environment for Python](https://github.com/Jason-cs18/DLTK/blob/main/engineering_tips/conda.md)

  - [ ] [Docker (Containerization)](https://github.com/Jason-cs18/DLTK/blob/main/engineering_tips/docker.md)

  - [x] [Python Programming](https://github.com/Jason-cs18/DLTK/blob/main/engineering_tips/python.md)

  - [x] [Deep Learning Project (Structure)](https://github.com/Jason-cs18/DLTK/blob/main/engineering_tips/project.md)

  - [ ] [Pytorch Lighning (Training DNN)](https://github.com/Jason-cs18/DLTK/blob/main/engineering_tips/lightning.md)

  - [ ] [HuggingFace (Model Zoo)](https://github.com/Jason-cs18/DLTK/blob/main/engineering_tips/hf.md)

- MLSys Infrasture

  - [ ] [Gradio (Web UI)](https://github.com/Jason-cs18/DLTK/blob/main/mlsys_infrasture/Gradio.md)

  - [ ] [HTML/CSS/JaveScript (Web UI)](https://github.com/Jason-cs18/DLTK/blob/main/mlsys_infrasture/HTML_CSS_JS.md)

  - [ ] [FastAPI (Web Serving)](https://github.com/Jason-cs18/DLTK/blob/main/mlsys_infrasture/FastAPI.md)

  - [x] [SQLModel (Database)](https://github.com/Jason-cs18/DLTK/blob/main/mlsys_infrasture/SQLModel.md)

  - [ ] [PyTriton (Inference Server)](https://github.com/Jason-cs18/DLTK/blob/main/mlsys_infrasture/pytriton.md)

  - [ ] [LlamaIndex (RAG Framework)](https://github.com/Jason-cs18/DLTK/blob/main/mlsys_infrasture/llamaindex.md)

  - [ ] Acceleration

    - [ ] [TensorRT-LLM (Accelerate LLMs)](https://github.com/Jason-cs18/DLTK/blob/main/mlsys_infrasture/tensorrt-llm.md)

    - [ ] [Diffusers (Accelerate Diffusion Models)](https://github.com/Jason-cs18/DLTK/blob/main/mlsys_infrasture/diffusers.md)