Skills tagged "deep-learning"

pytorch-lightning - PyTorch Lightning Deep Learning Framework
pytorch-lightning pytorch deep-learning distributed-training
★ 0 · Updated 2026-09-17
Organize PyTorch code into LightningModules, configure Trainers, implement data pipelines, callbacks, logging, and distributed training strategies.
⚙ Organize PyTorch models into LightningModules ⚙ Configure Trainers for multi-device training ⚙ Implement data pipelines using LightningDataModules
transformers - Work with pre-trained transformer models and fine-tune.
transformers huggingface machine-learning nlp
★ 0 · Updated 2026-09-16
Access pre-trained transformer models for NLP, vision, audio, and multimodal tasks, including inference, tokenization, and fine-tuning.
⚙ Load pre-trained models ⚙ Run pipeline inference ⚙ Generate text using decoding strategies
mhc-algorithm - Manifold-Constrained Hyper-Connections for Deep Networks
neural-networks pytorch deep-learning hyper-connections
★ 0 · Updated 2026-09-14
Implement mHC to stabilize deep network training using doubly stochastic matrices via the Sinkhorn-Knopp algorithm.
⚙ Implement Sinkhorn-Knopp algorithm ⚙ Project matrices to doubly stochastic ⚙ Build PyTorch HyperConnections module
mhc-algorithm - Implement Manifold-Constrained Hyper-Connections
mhc hyper-connections sinkhorn-knopp pytorch
★ 0 · Updated 2026-09-14
Stabilize deep network training by constraining residual mixing matrices to be doubly stochastic via log-space Sinkhorn-Knopp algorithm.
⚙ Project matrices using Sinkhorn-Knopp ⚙ Implement PyTorch HyperConnections module ⚙ Wrap attention and MLP layers
knowledge-distillation-deep - Compress Large Models via Knowledge Distillation
knowledge-distillation model-compression deep-learning transfer-learning
★ 11 · Updated 2026-06-30
Deep analysis of techniques for compressing large models into smaller efficient ones via distillation
⚙ select distillation strategy ⚙ configure temperature parameters ⚙ set alpha values
computer-vision-engineer - Computer Vision Engineer
computer-vision image-processing object-detection deep-learning
★ 15 · Updated 2026-03-26
Build computer vision systems for object detection, segmentation, OCR with real-time deployment
⚙ detect objects ⚙ segment images ⚙ recognize text
adapting-transfer-learning-models - Transfer Learning Model Adapter for Machine Learning
machine-learning transfer-learning model-finetuning ai-models
★ 0 · Updated 2026-03-09
Automates the adaptation of pre-trained machine learning models using transfer learning techniques
⚙ Read model requirements ⚙ Write adaptation code ⚙ Edit model architecture
adapting-transfer-learning-models - Automated Transfer Learning Model Adaptation
machine-learning transfer-learning model-fine-tuning ai-adaptation
★ 0 · Updated 2026-03-09
Automates the adaptation of pre-trained machine learning models using transfer learning techniques
⚙ analyze model adaptation requirements ⚙ generate fine-tuning code ⚙ implement validation processes