{"id":18021659,"url":"https://github.com/xl0/dl-experiments","last_synced_at":"2025-06-16T02:36:00.615Z","repository":{"id":140629656,"uuid":"536863847","full_name":"xl0/dl-experiments","owner":"xl0","description":"Experiments in Deep Learning and Neural Networks","archived":false,"fork":false,"pushed_at":"2022-09-22T13:51:38.000Z","size":26,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-04-04T17:29:39.356Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/xl0.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","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}},"created_at":"2022-09-15T04:29:35.000Z","updated_at":"2022-09-15T04:46:25.000Z","dependencies_parsed_at":null,"dependency_job_id":"61393efc-c3fe-4977-8ce6-48cf6f745226","html_url":"https://github.com/xl0/dl-experiments","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/xl0/dl-experiments","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/xl0%2Fdl-experiments","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/xl0%2Fdl-experiments/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/xl0%2Fdl-experiments/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/xl0%2Fdl-experiments/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/xl0","download_url":"https://codeload.github.com/xl0/dl-experiments/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/xl0%2Fdl-experiments/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":260086710,"owners_count":22956850,"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":[],"created_at":"2024-10-30T06:10:43.920Z","updated_at":"2025-06-16T02:36:00.583Z","avatar_url":"https://github.com/xl0.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# dl-experiments\nExperiments in Deep Learning and Neural Networks\n\n# VGG net training / inference / experiments\n\n- [x] Implement VGG 11/13/16/19 as in the paper.\n- [x] Trainig 1\n    - [x] Imagenet, imagenette, MNIST datasets\n    - [x] Train / val loop\n    - [x] Log metrics\n- [x] Testing 1 (VGG11)\n    - [x] Overfit 1 batch imagenette\n    - [x] Overfit imagenette\n    - [x] Overgit 1 batch ImageNet\n    - [x] Overfit ImageNet\n    - [x] Overfit ImageNet with dropout\n- [ ] Training 2\n    - [x] W\u0026B logging\n    - [x] AMP\n    - [x] Gradient Accumulation\n    - [ ] Multiple GPUs\n    - [X] Data Augmentaiton as in paper\n    - [ ] Inference time augmentation\n- [ ] Testing 2 (VGG11)\n    - [X] Train on imagenette\n    - [ ] Train on ImageNet\n\n\nVGG11 can't train at all with the paper's original parameter intialization, but works fine with Glorot initializaiton that they also discovered worked better.\n\nRuns\n- Overfit on ImageNet in 6 epochs (glorot, dropout=0, wd, no augmentation):\nhttps://wandb.ai/xl0/vgg/runs/30zipp5v\n\n\n\n\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fxl0%2Fdl-experiments","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fxl0%2Fdl-experiments","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fxl0%2Fdl-experiments/lists"}