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1. Understanding and Coding Self-Attention, Multi-Head Attention, Cross-Attention, and Causal-Attention in LLMs

   2024-01-15 Tags: llm, attention, python, pytorch, self-attention by klotz
2. Finetune LLMs on your own consumer hardware using tools from PyTorch and Hugging Face ecosystem | PyTorch

   efficient method for fine-tuning LLM using LoRA and QLoRA, making it possible to train them even on consumer hardware

   2024-01-12 Tags: llm, fine tuning, qlora, lora, peft, pytorch, hugging face, fine-tuning, llms by klotz
3. Tinygrad deep learning framework

   2023-07-15 Tags: tinygrad, pytorch, framework, raspberry pi, gpu by klotz
4. GitHub - Lightning-AI/lightning: Deep learning framework to train, deploy, and ship AI products Lightning fast.

   2023-04-14 Tags: pytorch, lightning, machine learning, python by klotz
5. Tensorflow vs PyTorch

   2023-01-07 Tags: tensorflow, pytorch, python, neural network by klotz
6. YOLOv7 Training on Custom Data?. Object-detection technology is widely… | by Muhammad Rizwan Munawar | Augmented Startups | Jul, 2022 | Medium

   2022-08-15 Tags: yolov7, object recognition, image processing, cnn, deep learning, pytorch by klotz
7. The Python Machine Learning Ecosystem | by Rebecca Vickery | Apr, 2022 | Towards Data Science

   Scikit-learn — the go-to library for machine learning offering a user friendly, consistent interface.
   Pycaret — lowering the entry point for machine learning with low code, automated and end to end solutions.
   PyTorch — build and deploy powerful, scalable neural networks with its highly flexible architecture.
   TensorFlow — one of the most mature deep learning libraries, highly flexible and suited to a wide range of applications.
   Keras — TensorFlow made simple.
   FastAI — makes deep learning more accessible with a high-level API built on top of PyTorch.

   2022-04-12 Tags: python, machine learning, deep learning, scikit-learn, pycaret, pytorch, tensorflow, keras, fastai by klotz
8. Sentence Similarity With BERT | Towards Data Science

   2021-05-07 Tags: bert, pytorch, nlp, similarity, sentence by klotz
9. BERT Text Classification Using Pytorch - Towards Data Science

   2020-06-19 Tags: bert, huggingface, pytorch, tutorial, text, classification, nlp by klotz
10. How to visualize convolutional features in 40 lines of code

    2019-06-09 Tags: cnn, visualization, pytorch by klotz

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