{"id":15629775,"url":"https://github.com/emilwallner/deep-learning-from-scratch","last_synced_at":"2025-05-07T17:51:30.418Z","repository":{"id":120731465,"uuid":"100459957","full_name":"emilwallner/Deep-Learning-From-Scratch","owner":"emilwallner","description":"Six snippets of code that made deep learning what it is today.","archived":false,"fork":false,"pushed_at":"2019-10-10T17:13:10.000Z","size":11409,"stargazers_count":261,"open_issues_count":3,"forks_count":57,"subscribers_count":13,"default_branch":"master","last_synced_at":"2025-04-18T07:50:12.573Z","etag":null,"topics":["backpropagation","deep-learning","gradient-descent","least-squares","linear-regression","mnist","perceptron"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/emilwallner.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":"2017-08-16T07:17:27.000Z","updated_at":"2025-03-23T21:57:35.000Z","dependencies_parsed_at":null,"dependency_job_id":"86dbb943-ce8c-43fa-83aa-d9da8854431e","html_url":"https://github.com/emilwallner/Deep-Learning-From-Scratch","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/emilwallner%2FDeep-Learning-From-Scratch","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/emilwallner%2FDeep-Learning-From-Scratch/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/emilwallner%2FDeep-Learning-From-Scratch/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/emilwallner%2FDeep-Learning-From-Scratch/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/emilwallner","download_url":"https://codeload.github.com/emilwallner/Deep-Learning-From-Scratch/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":252931391,"owners_count":21827104,"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":["backpropagation","deep-learning","gradient-descent","least-squares","linear-regression","mnist","perceptron"],"created_at":"2024-10-03T10:28:43.907Z","updated_at":"2025-05-07T17:51:30.398Z","avatar_url":"https://github.com/emilwallner.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Deep Learning From Scratch\n\nThere are six snippets of code that made deep learning what it is today. [Coding the History of Deep Learning](https://medium.com/@emilwallner/the-history-of-deep-learning-explored-through-6-code-snippets-d0a0e8545202) covers the inventors and the background to their breakthroughs. In this repo, you can find all the code samples from the story.\n\n- **The Method of Least Squares**: The first cost function\n- **Gradient Descent**: Finding the minimum of the cost function\n- **Linear Regression**: Automatically decrease the cost function\n- **The Perceptron**: Using a linear regression type equations to mimic a neuron\n- **Artificial Neural Networks**: Leveraging backpropagation to solve non-linear problems\n- **Deep Neural Networks**: Neural networks with more than one hidden layer\n\n\n\n\n\n\n\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Femilwallner%2Fdeep-learning-from-scratch","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Femilwallner%2Fdeep-learning-from-scratch","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Femilwallner%2Fdeep-learning-from-scratch/lists"}