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DeepWorks

★ 337 Open GitHub ↗

A collection of Deep Learning projects and resources

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# DeepWorks By Avkash Chauhan (@avkashchauhan) #

<div align="center">
<h1><img width="60" src="https://prodramp.com/static/media/prodramp-100.27426f0b.png">&nbsp;<a href="https://madewithml.com/">DeepWorks</a></h1>
A collection of Deep Learning projects  and resources
<br>
Join my @Prodramp YouTube Channel for <a href="https://www.youtube.com/channel/@prodramp"> all things about Data Science, machine learning and Artificial Intelligence</a> and technology.
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    🔥&nbsp; Among the <a href="https://github.com/topics/deeplearning" target="_blank">Upcoming Deep Learning</a> repository on GitHub and YouTube Channel
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  <img src="https://github.com/prodramp/DeepWorks/blob/main/images/prodramp-page.png?raw=true" width="1200" />
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<br>
 @Prodramp YouTube channel - Please visit YouTube channel to watch all the videos specific the GitHub content you find in this GitHub repo
<br>
<hr>

## Developer Program ##
- [Developer Program](https://github.com/prodramp/DeepWorks/tree/main/DeveloperProgram)
  - [Data Processing course in Python for budding Python Developers - 4 Parts](https://github.com/prodramp/DeepWorks/tree/main/DeveloperProgram/PythonDataProcessing)
  - [Developing Gradio Based Tabbed UI - 2 Parts](https://github.com/prodramp/DeepWorks/tree/main/DeveloperProgram/GradioTabbedUI)
  - [Creating Python Module, Packaging it as Wheel Package, Delivery and Istallation - 3 Parts](https://github.com/prodramp/DeepWorks/tree/main/DeveloperProgram/PythonModule)
  - [Rust By ChatGPT](https://github.com/prodramp/DeepWorks/blob/main/RustByChatGPT/README.md)
  - [Statistics of Machine Learning](https://github.com/prodramp/DeepWorks/blob/main/DeveloperProgram/ml-statistics/Statistics.md)
## Deep learning Workshop(s) ## 
- ### [1] Processing Satellite Imagery to Identify various landmarks (4 Hours in 3 Videos) ###
    - [Part 1. Satellite Imagery Data Processing](https://github.com/prodramp/DeepWorks/blob/main/DL-SatelliteImagery/README.md)
    - [Part 2. Appling Deep Learning methods on Satellite Imagery Data](https://github.com/prodramp/DeepWorks/blob/main/DL-SatelliteImagery/README.md)
    - [Part 3. Model Deployment and Various other tasks](https://github.com/prodramp/DeepWorks/blob/main/DL-SatelliteImagery/README.md)

## LLM and OpenSource Models 
- [LLM Research and Opensource LLM Models](https://github.com/prodramp/DeepWorks/tree/main/llm/README.md)

## Exciting NeRF Projects and OpenSource Models 
- [NeRF Research and Opensource NeRF Models](https://github.com/prodramp/DeepWorks/tree/main/nerf/README.md)

## Generative AI - Art, Content, Media 
- [Whiteboarding - Understanding ChatGPT](https://github.com/prodramp/DeepWorks/tree/main/ChatGPT/Whiteboarding-ChatGPT-Intro.md)
- [Whiteboarding - Understanding LLM Tech Stack](https://github.com/prodramp/DeepWorks/tree/main/ChatGPT/Whiteboarding-LLM-TechStack.md)
- [Developing ChatGPT style Enterprise Content Q/A Application](https://github.com/prodramp/DeepWorks/tree/main/ChatGPT/LangChainOpenAI.md)
- [ChatGPT](https://github.com/prodramp/DeepWorks/tree/main/ChatGPT/README.md)
- [FineTune LLM](https://github.com/prodramp/DeepWorks/tree/main/ChatGPT/FineTuneLLM.md)
- [Learning Large Language Models](https://github.com/prodramp/DeepWorks/tree/main/ChatGPT/LLM.md)
- [Deep Learning Study Plan MindMap](https://github.com/prodramp/DeepWorks/tree/main/ChatGPT/DeepLearningMindmap.md)

## Deep Learning and Artificial Intelligence ##
- [OpenAI Whisper - Audio/Video to Text(Transcribe/Translate)](https://github.com/prodramp/DeepWorks/tree/main/OpenAI-Whisper)
- [Stable Diffusion Video - Multiple Prompts to Video](https://github.com/prodramp/DeepWorks/tree/main/StableDiffusionVideo)
- [Stable Diffusion GUI - Gradio UI for Text-to-Image TensorFlow Models](https://github.com/prodramp/DeepWorks/tree/main/Stable-Diffusion-TF-WebUI)
- [Stable Diffusion - Text-to-Image OpenSource AI Model](https://github.com/prodramp/DeepWorks/tree/main/Stable-Diffusion)
- [Bloom 176B Parameters - Large Language Model ](https://github.com/prodramp/DeepWorks/tree/main/Bloom-BigScience)
- [TorchStudio - Import Dataset, Train and Save Models](https://github.com/prodramp/DeepWorks/tree/main/TorchStudio)
- [EG3D - Efficient Geometry-aware 3D Generative Adversarial Networks](https://github.com/prodramp/DeepWorks/tree/main/EG3D)
- [Hugging Face - Model Training and Tuning, Inference, all at one place](https://github.com/prodramp/DeepWorks/tree/main/HuggingFace)

## Deep Learning Content ##
- [JoJoGAN - Face Stylization (3 Videos Series on training, inference, model export and deployment) ](https://github.com/prodramp/DeepWorks/tree/main/JoJoGAN)
- [12 Research Papers to learn Text-2-Image Research](https://github.com/prodramp/DeepWorks/tree/main/12-Research-Papers)
- [Diffusion Models - Theory, Implemenations and Models ](https://github.com/prodramp/DeepWorks/tree/main/DiffusionModels)
- [All Things VQ-GAN - A 3 part video series](https://github.com/prodramp/DeepWorks/tree/main/AllThings-VQGAN)
- [Text to Image using AI Models Workshop - Step by Step Guide](https://github.com/prodramp/DeepWorks/tree/main/Text2Image-Workshop)
- [Text to Image AI Models - Different methods & different results, same target](https://github.com/prodramp/DeepWorks/tree/main/Text2Image-AIModels)
- [NeRF Scene - Instant-ngp](https://github.com/prodramp/DeepWorks/tree/main/Instant-NGP)
- [LIMoE (Multimodal Mixture of Experts - Google)](https://github.com/prodramp/DeepWorks/tree/main/LIMoE)
- [MoE (Mixture of Experts - Google)](https://github.com/prodramp/DeepWorks/tree/main/MoE)
- [PyTorch Tutorials](https://github.com/prodramp/DeepWorks/tree/main/PyTorchTutorials)
- [DALL-E Mini](https://github.com/prodramp/DeepWorks/tree/main/DallE-mini)
- [GraphViz](https://github.com/prodramp/DeepWorks/tree/main/DeepViz)
- [Graph Neural Networks](https://github.com/prodramp/DeepWorks/tree/main/GraphNeuralNetworks)
- [Topic Modeling](https://github.com/prodramp/DeepWorks/tree/main/TopicModelling)
- [Convolution Example in Python](https://github.com/prodramp/DeepWorks/tree/main/ConvolutionOnImageDemo)
- [Self-driving Technology](https://github.com/prodramp/DeepWorks/tree/main/selfdrivingtech)
- [Number Series and Prediction with ML](https://github.com/prodramp/DeepWorks/tree/main/PredictNumberSeries)
- [GPT Models (OpenAI and OpenSource)](https://github.com/prodramp/DeepWorks/tree/main/GPT-Models)
- [No More Blackbox Models: MLI or XAI](https://github.com/prodramp/DeepWorks/tree/main/MLI-XAI)
- [Vision GNN: An Image is Worth Graph of Nodes](https://github.com/prodramp/DeepWorks/tree/main/ViG(VisionGNN))
- [ruDALL-E: Text 2 Image 1.3B parameters open source model](https://github.com/prodramp/DeepWorks/tree/main/ruDALL-E)
- [BCI - Brain Computer Interface](https://github.com/prodramp/DeepWorks/tree/main/BrainComputerInterface)

## Developer Tools ##
- [Deep Learning Rig - Installation Nvidia drivers, Cuda toolkits for Conda, TensorFlow and PyTorch](https://github.com/prodramp/DeepWorks/tree/main/DeepLearningRig)
- [JAX/JAXlib Installation with Cuda/cudNN](https://github.com/prodramp/DeepWorks/tree/main/JAX-CUDA-Install)
- [dlib installation with Cuda, cudNN on Ubuntu 22.04 with Conda and Python](https://github.com/prodramp/DeepWorks/tree/main/Dlib-CUDA-Install)
- [Apple M1 with Metal GPU for Deep Learning](https://github.com/prodramp/DeepWorks/tree/main/DeeplearningWithMetal)

## Contact

- If you would like to see here or need some help on similar topics, please feel free  connect me at any below channels.

### Prodramp Contact
- 🧩 YouTube Channel: https://www.youtube.com/channel/UClLqLPWRsta-inJcDrqh6Pg
- 👀 Twitter: https://twitter.com/prodramp
  
### Personal Contact
- 😄 Avkash Chauhan (@avkashchauhan)
- 🌱 https://www.linkedin.com/in/avkashchauhan
- 📫 https://twitter.com/avkashchauhan
- 🕹 https://github.com/Avkash
- 📜 https://blogs.prodramp.com/

### Learning In Progress 
- https://github.com/eriklindernoren/ML-From-Scratch
- https://github.com/kwea123/nerf_pl#blender
- https://github.com/bmild/nerf
- https://github.com/musikalkemist/pytorchforaudio
- https://medium.com/@oleguer.canal/the-attention-mechanism-zoo-309c05768ed9
- https://towardsdatascience.com/audio-deep-learning-made-simple-part-1-state-of-the-art-techniques-da1d3dff2504
- https://github.com/RizwanMunawar/yolov7-pose-estimation
- https://github.com/ultralytics/yolov5
- https://www.augmentedstartups.com/yolox-pro-computer-vision-dashboard

DeepWorks

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