Wasserstein GAN with Gradient Penalty implemented in PyTorch.
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Mar 22, 2026 - Python
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franciszekparma
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GPT-style language model with Byte Pair Encoding tokenizer, built from scratch in PyTorch.
python nlp machine-learning deep-learning pytorch transformer gpt language-model from-scratch bytepairencoding bpe-tokenizer franciszekparma
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May 5, 2026 - Python
Comprehensive guide to YOLOv1 using PyTorch, built from Scratch
machine-learning tutorial computer-vision deep-learning guide jupyter-notebook pytorch manual neural-networks object-detection pascal-voc yolov1-pytorch yolo-v1 franciszekparma
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Dec 11, 2025 - Jupyter Notebook
LoRA fine-tuning of bi-encoder retrievers with hard negatives and cross-encoder distillation, evaluated on NFCorpus.
nlp machine-learning information-retrieval deep-learning transformers pytorch lora sentence-embeddings peft rag contrastive-learning bi-encoder dense-retrieval nfcorpus beir biomedical-nlp franciszekparma
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Jun 26, 2026 - Python
From-scratch VAE with VGG perceptual loss for Oxford 102 flower image synthesis and reconstruction
machine-learning statistics computer-vision deep-learning pytorch generative-model vae image-generation perceptual-losses franciszekparma
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May 3, 2026 - Python
From-scratch Word2Vec (skip-gram with negative sampling) fully implemented in PyTorch
natural-language-processing deep-learning word2vec pytorch embeddings flickr30k from-scrath franciszekparma
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Dec 31, 2025 - Python
U-Net Full Implementation from Scratch in PyTorch for Brain Tumor Segmentation
python machine-learning computer-vision deep-learning pytorch segmentation unet from-scratch brain-tumor-segmentation unet-pytorch segmentation-models franciszekparma
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Dec 14, 2025 - Jupyter Notebook
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