{"id":21283985,"url":"https://github.com/alisatodorova/ml-groupwork-2","last_synced_at":"2025-03-15T14:43:13.459Z","repository":{"id":251054949,"uuid":"836235235","full_name":"alisatodorova/ML-GroupWork-2","owner":"alisatodorova","description":"Group work on MultiLayer Perceptron (MLP) and Hyperparameters Optimization","archived":false,"fork":false,"pushed_at":"2024-07-31T13:44:27.000Z","size":4374,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-01-22T04:43:22.627Z","etag":null,"topics":["binary-cross-entropy-loss","hyperparameter-optimization","machine-learning","mlp","multilayer-perceptron","relu","sigmoid-function"],"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/alisatodorova.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}},"created_at":"2024-07-31T12:30:45.000Z","updated_at":"2024-07-31T13:52:52.000Z","dependencies_parsed_at":"2024-07-31T17:12:53.652Z","dependency_job_id":null,"html_url":"https://github.com/alisatodorova/ML-GroupWork-2","commit_stats":null,"previous_names":["alisatodorova/ml-groupwork-2"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/alisatodorova%2FML-GroupWork-2","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/alisatodorova%2FML-GroupWork-2/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/alisatodorova%2FML-GroupWork-2/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/alisatodorova%2FML-GroupWork-2/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/alisatodorova","download_url":"https://codeload.github.com/alisatodorova/ML-GroupWork-2/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":243746130,"owners_count":20341203,"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":["binary-cross-entropy-loss","hyperparameter-optimization","machine-learning","mlp","multilayer-perceptron","relu","sigmoid-function"],"created_at":"2024-11-21T11:13:21.668Z","updated_at":"2025-03-15T14:43:13.439Z","avatar_url":"https://github.com/alisatodorova.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# ML-GroupWork-2\nGroup work on MultiLayer Perceptron (MLP) and Hyperparameters Optimization.\n\nSee **IS-ML-Take-Home-Assignment-2.pdf** for tasks and instructions. See **Group_13-ML_Assignment_2.pdf** for our report.\n\n\u003cins\u003ePart A includes:\u003c/ins\u003e\n- Implementation of a MultiLayer Perceptron (MLP) model from scratch, which can perform a two-class classification task on the given dataset.\n- Activation Functions: Rectified Linear Unit (ReLU) and Sigmoid activation function\n- Binary Cross-Entropy Loss function\n- Mean Square error loss\n- Huber loss\n\n\u003cins\u003ePart B includes:\u003c/ins\u003e\n- Confusion Matrix\n- Training and Validation Losses\n- Preprocessing Techniques: Normalization and One-Hot Encoding\n- Hyperparameter Tuning\n- Heatmap Visualization\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Falisatodorova%2Fml-groupwork-2","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Falisatodorova%2Fml-groupwork-2","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Falisatodorova%2Fml-groupwork-2/lists"}