{"id":21078446,"url":"https://github.com/kavaivaleri/machine-learning-assignment","last_synced_at":"2025-12-28T17:30:19.600Z","repository":{"id":189090712,"uuid":"351699005","full_name":"kavaivaleri/Machine-Learning-Assignment","owner":"kavaivaleri","description":"This is a code for a final assignment project during my undergraduate course on machine learning. It covers topics like Bayesian inference, regularization, gradient descent. The code was written by me and my colleague Daria.","archived":false,"fork":false,"pushed_at":"2021-06-16T08:27:46.000Z","size":2154,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-01-20T23:17:29.700Z","etag":null,"topics":["bayesian-inference","gaussian-processes","gradient-descent","kernels","network","neural","regularization"],"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/kavaivaleri.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}},"created_at":"2021-03-26T07:33:31.000Z","updated_at":"2022-08-25T09:02:20.000Z","dependencies_parsed_at":"2023-08-18T09:31:25.712Z","dependency_job_id":null,"html_url":"https://github.com/kavaivaleri/Machine-Learning-Assignment","commit_stats":null,"previous_names":["kavaivaleri/machine-learning-assignment"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kavaivaleri%2FMachine-Learning-Assignment","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kavaivaleri%2FMachine-Learning-Assignment/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kavaivaleri%2FMachine-Learning-Assignment/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kavaivaleri%2FMachine-Learning-Assignment/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/kavaivaleri","download_url":"https://codeload.github.com/kavaivaleri/Machine-Learning-Assignment/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":243521287,"owners_count":20304187,"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":["bayesian-inference","gaussian-processes","gradient-descent","kernels","network","neural","regularization"],"created_at":"2024-11-19T19:40:30.453Z","updated_at":"2025-12-28T17:30:14.573Z","avatar_url":"https://github.com/kavaivaleri.png","language":"Jupyter Notebook","readme":"Machine learning assignment includes several excercises made by me and my collegue:\n\n- Exercise 1: Bayesian inference for the mean of Gaussian distribution\n- Exercise 2: Regularized regression\n- Exercise 3: Gradient descent\n- Exercise 4: Gaussian process and kernels\n- Exercise 5: Neural networks\n\nEach exercise includes several questions on deriving formulas, implementing these formulas using Python and plotting the results. We also provide the interpretations of our results.\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkavaivaleri%2Fmachine-learning-assignment","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fkavaivaleri%2Fmachine-learning-assignment","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkavaivaleri%2Fmachine-learning-assignment/lists"}