Topics / #transfer-learning
Transfer-learning projects on GitHub
Reusing pretrained models for new downstream tasks.
As of , the most-starred Transfer-learning projects on GitHub are DeepLearning-500-questions (57.7K stars), Mask_RCNN (25.6K stars) and vit-pytorch (25.6K stars). GitHub.Locker tracks 13 Transfer-learning repositories with 247.1K stars combined. The fastest-growing on October 17 was machine-learning-zoomcamp, with +7 stars in a day.
Hot right now
Most stars gained in a day · Oct 17
+7machine-learning-zoomcamp
DataTalksClub/machine-learning-zoomcamp · ★ 14.8KMachine Learning Zoomcamp is a free, hands-on course that teaches you how to build, evaluate, and deploy real machine learning systems, going from a raw problem all the way to a production service.
+3fastbook
fastai/fastbook · ★ 25.4KThis repo contains the official Jupyter Notebooks for 'the fastai book', an introduction to deep learning, the fastai library, and PyTorch.
+3autogluon
autogluon/autogluon · ★ 10.8KAutoGluon is an open-source Python library that automates machine learning: feed it your data and it delivers strong predictive performance in about three lines of code.
+2vit-pytorch
lucidrains/vit-pytorch · ★ 25.6KA PyTorch implementation of the Vision Transformer (ViT), an image classification model that reaches SOTA results using just a single transformer encoder instead of convolutions.
The all-time top
13 projects · by stars
- 57.7K
#1 · scutan90/DeepLearning-500-questionsDeepLearning-500-questions
It is a Chinese-language Q&A style reference covering probability, linear algebra, machine learning, deep learning, and computer vision, organized as answers to 500+ commonly asked questions across 18 chapters and over 500,000 characters. It is also sold in print as 'Deep Learning 500 Questions — AI Engineer Interview Guide' (深度学习500问——AI工程师面试宝典).
- 25.6K
#2 · matterport/Mask_RCNNMask_RCNN
An implementation of the Mask R-CNN model on Python 3, Keras and TensorFlow that generates bounding boxes and a segmentation mask for each object instance in an image, built on a Feature Pyramid Network and a ResNet101 backbone.
- 25.6K
#3 · lucidrains/vit-pytorchvit-pytorch
A PyTorch implementation of the Vision Transformer (ViT), an image classification model that reaches SOTA results using just a single transformer encoder instead of convolutions.
- 4

fastbook
25.4Kfastai/fastbook · Jupyter NotebookThis repo contains the official Jupyter Notebooks for 'the fastai book', an introduction to deep learning, the fastai library, and PyTorch.
- 5

deeplearning-models
17.6Krasbt/deeplearning-models · Jupyter NotebookA large collection of Jupyter Notebooks implementing various deep learning architectures, models, and training tips for TensorFlow and PyTorch.
- 6

leedl-tutorial
16.8Kdatawhalechina/leedl-tutorial · Jupyter NotebookA free Chinese-language deep learning tutorial (nicknamed the 'Apple Book') based on Prof. Li Hongyi's (Hung-yi Lee) 'Machine Learning' course, covering most major deep learning topics in detail.
- 7

tfjs-models
14.8Ktensorflow/tfjs-models · TypeScriptA collection of pretrained machine learning models ported to TensorFlow.js, covering vision, audio, text, and general utility tasks, ready to use directly in browser or Node.js projects.
- 8

machine-learning-zoomcamp
14.8KDataTalksClub/machine-learning-zoomcamp · Jupyter NotebookMachine Learning Zoomcamp is a free, hands-on course that teaches you how to build, evaluate, and deploy real machine learning systems, going from a raw problem all the way to a production service.
- 9

transferlearning
14.4Kjindongwang/transferlearning · PythonA curated knowledge base covering transfer learning, domain adaptation, domain generalization and related subfields - papers, tutorials, code, datasets, scholars and surveys, maintained in both English and Chinese.
- 10

vision_transformer
12.7Kgoogle-research/vision_transformer · Jupyter NotebookThis is Google Research's official JAX/Flax code release for Vision Transformer (ViT) and MLP-Mixer image classification models, including pretrained checkpoints and scripts to fine-tune them on your own data.
- 11

autogluon
10.8Kautogluon/autogluon · PythonAutoGluon is an open-source Python library that automates machine learning: feed it your data and it delivers strong predictive performance in about three lines of code.
- 12

yolov3
10.6Kultralytics/yolov3 · PythonUltralytics' PyTorch implementation of the YOLOv3 real-time object detector, packaging three model variants - YOLOv3, YOLOv3-SPP and YOLOv3-tiny - with training, validation, inference and multi-format export tooling.
- 13

Few-step-probabilistic-glucose-forecasting-from-continuous-glucose-monitoring-and-meal-images
397OliverDOU776/Few-step-probabilistic-glucose-forecasting-from-continuous-glucose-monitoring-and-meal-images · PythonGlucoFlow is research code for probabilistic glucose forecasting: it generates full future trajectories (medians, intervals, event probabilities) in just 1-4 sampling steps using a conditional rectified-flow model, optionally conditioned on meal photos or other side information.
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