{"id":29072695,"url":"https://github.com/tirendazacademy/lightly-train-tutorials","last_synced_at":"2025-06-27T14:08:26.202Z","repository":{"id":287524219,"uuid":"965009449","full_name":"TirendazAcademy/Lightly-Train-Tutorials","owner":"TirendazAcademy","description":"This repo shows how to use the LightlyTrain framework","archived":false,"fork":false,"pushed_at":"2025-04-12T08:17:31.000Z","size":19,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-12T09:23:38.491Z","etag":null,"topics":["ai","computer-vision","data-science","deep-learning","fine-tuning","generative-ai","image-classification","image-processing","lightly-train","machine-learning","object-detection","self-supervised-learning"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/TirendazAcademy.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2025-04-12T07:57:10.000Z","updated_at":"2025-04-12T08:20:30.000Z","dependencies_parsed_at":"2025-04-12T09:34:22.260Z","dependency_job_id":null,"html_url":"https://github.com/TirendazAcademy/Lightly-Train-Tutorials","commit_stats":null,"previous_names":["tirendazacademy/lightly-train-tutorials"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/TirendazAcademy/Lightly-Train-Tutorials","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/TirendazAcademy%2FLightly-Train-Tutorials","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/TirendazAcademy%2FLightly-Train-Tutorials/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/TirendazAcademy%2FLightly-Train-Tutorials/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/TirendazAcademy%2FLightly-Train-Tutorials/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/TirendazAcademy","download_url":"https://codeload.github.com/TirendazAcademy/Lightly-Train-Tutorials/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/TirendazAcademy%2FLightly-Train-Tutorials/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":262270427,"owners_count":23285165,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["ai","computer-vision","data-science","deep-learning","fine-tuning","generative-ai","image-classification","image-processing","lightly-train","machine-learning","object-detection","self-supervised-learning"],"created_at":"2025-06-27T14:08:25.724Z","updated_at":"2025-06-27T14:08:26.184Z","avatar_url":"https://github.com/TirendazAcademy.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# LightlyTrain Tutorial\n\n**LightlyTrain** is a powerful new framework for training computer vision models on **unlabeled data**.  \nIt allows you to get started with model training immediately using just a directory of images — no labels needed!\n\nThis repo provides guides on how to use **LightlyTrain** effectively.\n\n## 📺 My YouTube Video:\n\n- [Train Your Computer Vision Models in Minutes with LightlyTrain](https://youtu.be/CtvX6yjUA_k)\n\n## ✍️ My Blog Post:\n\n- [LightlyTrain: A New Framework for Computer Vision](https://medium.com/data-science-collective/lightlytrain-a-new-framework-for-computer-vision-1b71d988789b)\n\n## 🚀 What is LightlyTrain?\n\nLightlyTrain is designed to make **self-supervised learning** easy and accessible. It wraps around powerful computer vision techniques and enables fast training with just a few lines of code.\n\n- ✅ Works with raw image folders (no annotations required)\n- ✅ Supports pretrained backbones like ResNet\n- ✅ Easily fine-tune for classification later\n\n## 📦 Installation\n\n```\npip install lightly-train\n```\n\n📁 Example Dataset\n\nYou can use the official clothing dataset:\n\n```\ngit clone https://github.com/lightly-ai/dataset_clothing_images.git my_data_dir\nrm -rf my_data_dir/.git  \n```\n\n🧠 Training with LightlyTrain\n\n```\nimport lightly_train\n\nlightly_train.train(\n    out=\"out/my_experiment\",            # Output directory\n    data=\"my_data_dir\",                 # Directory with images\n    model=\"torchvision/resnet18\",       # Model to train\n    epochs=10,                          # Number of epochs\n    batch_size=32,                      # Batch size\n)\n```\n\n📚 Resources\n\n- [Lightly AI](https://docs.lightly.ai/train/stable/index.html)\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftirendazacademy%2Flightly-train-tutorials","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftirendazacademy%2Flightly-train-tutorials","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftirendazacademy%2Flightly-train-tutorials/lists"}