{"id":13811282,"url":"https://github.com/smartgeometry-ucl/dl4g","last_synced_at":"2025-05-14T15:31:43.339Z","repository":{"id":44058035,"uuid":"128230281","full_name":"smartgeometry-ucl/dl4g","owner":"smartgeometry-ucl","description":"Example code for the Siggraph Asia Tutorial CreativeAI ","archived":false,"fork":false,"pushed_at":"2019-07-25T16:53:45.000Z","size":7070,"stargazers_count":548,"open_issues_count":0,"forks_count":111,"subscribers_count":39,"default_branch":"master","last_synced_at":"2024-11-19T05:56:14.525Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/smartgeometry-ucl.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}},"created_at":"2018-04-05T16:01:29.000Z","updated_at":"2024-11-10T09:29:03.000Z","dependencies_parsed_at":"2022-08-12T11:00:17.643Z","dependency_job_id":null,"html_url":"https://github.com/smartgeometry-ucl/dl4g","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/smartgeometry-ucl%2Fdl4g","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/smartgeometry-ucl%2Fdl4g/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/smartgeometry-ucl%2Fdl4g/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/smartgeometry-ucl%2Fdl4g/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/smartgeometry-ucl","download_url":"https://codeload.github.com/smartgeometry-ucl/dl4g/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":254171894,"owners_count":22026536,"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":"2024-08-04T03:00:44.779Z","updated_at":"2025-05-14T15:31:38.300Z","avatar_url":"https://github.com/smartgeometry-ucl.png","language":"Jupyter Notebook","funding_links":[],"categories":["Applications"],"sub_categories":[],"readme":"# CreativeAI: Deep Learning for Graphics Tutorial Code\n\nThis is the example code accompanying the [CreativeAI: Deep Learning for Graphics](http://geometry.cs.ucl.ac.uk/creativeai/) Course at Siggraph Asia 2018.\n\nThese Notebooks can be executed in Google Colaboratory with the following links. Make sure to select a runtime with GPU support (Runtime \u003e Change runtime type) to get the best performance.\n\n## Linear Regression and Polynomial Regression\nhttps://colab.research.google.com/github/smartgeometry-ucl/dl4g/blob/master/linear_regression.ipynb\nhttps://colab.research.google.com/github/smartgeometry-ucl/dl4g/blob/master/poly_regression.ipynb\nhttps://colab.research.google.com/github/smartgeometry-ucl/dl4g/blob/master/poly_regression_polyfit.ipynb\n\n## Stochastic Gradient Descent vs. Gradient Descent\nhttps://colab.research.google.com/github/smartgeometry-ucl/dl4g/blob/master/sgd.ipynb\n\n## Multi-Layer Perceptron\nhttps://colab.research.google.com/github/smartgeometry-ucl/dl4g/blob/master/multilayer_perceptron.ipynb\n\n## Edge Filter 'Network'\nhttps://colab.research.google.com/github/smartgeometry-ucl/dl4g/blob/master/edge_filter.ipynb\n\n## Convolutional Network\nhttps://colab.research.google.com/github/smartgeometry-ucl/dl4g/blob/master/convolutional_network.ipynb\n\n## Filter Visualizations\nhttps://colab.research.google.com/github/smartgeometry-ucl/dl4g/blob/master/filter_visualization.ipynb\n\n## Weight Initialization Strategies\nhttps://colab.research.google.com/github/smartgeometry-ucl/dl4g/blob/master/weight_initialization.ipynb\n\n## Colorization Network\nhttps://colab.research.google.com/github/smartgeometry-ucl/dl4g/blob/master/colorization.ipynb\n\n## Autoencoder\nhttps://colab.research.google.com/github/smartgeometry-ucl/dl4g/blob/master/autoencoder.ipynb\n\n## Variational Autoencoder\nhttps://colab.research.google.com/github/smartgeometry-ucl/dl4g/blob/master/variational_autoencoder.ipynb\n\n## Generative Adversarial Network (GAN)\nhttps://colab.research.google.com/github/smartgeometry-ucl/dl4g/blob/master/gan.ipynb\n\n## Mirroring with a Convolutional Network\nhttps://colab.research.google.com/github/smartgeometry-ucl/dl4g/blob/master/mirroring.ipynb\n\n## PDE Learning (not available as notebook)\nhttps://github.com/smartgeometry-ucl/dl4g/tree/master/pde_learning\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsmartgeometry-ucl%2Fdl4g","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsmartgeometry-ucl%2Fdl4g","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsmartgeometry-ucl%2Fdl4g/lists"}