{"id":17474735,"url":"https://github.com/ayushshahh/fespn","last_synced_at":"2026-05-02T14:34:20.657Z","repository":{"id":182797556,"uuid":"668860672","full_name":"AyushShahh/fespn","owner":"AyushShahh","description":"A neural network made to predict final exam scores of students","archived":false,"fork":false,"pushed_at":"2023-08-11T12:22:44.000Z","size":197,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-02-02T11:42:47.824Z","etag":null,"topics":["mlp","mlp-regressor","multilayer-perceptron","neural-network","prediction-model","scikit-learn"],"latest_commit_sha":null,"homepage":"https://passornot.netlify.app/","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/AyushShahh.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}},"created_at":"2023-07-20T19:03:02.000Z","updated_at":"2023-07-21T04:26:05.000Z","dependencies_parsed_at":"2023-07-21T13:14:20.771Z","dependency_job_id":null,"html_url":"https://github.com/AyushShahh/fespn","commit_stats":null,"previous_names":["ayushshahh/fespn"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AyushShahh%2Ffespn","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AyushShahh%2Ffespn/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AyushShahh%2Ffespn/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AyushShahh%2Ffespn/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/AyushShahh","download_url":"https://codeload.github.com/AyushShahh/fespn/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246017824,"owners_count":20710262,"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":["mlp","mlp-regressor","multilayer-perceptron","neural-network","prediction-model","scikit-learn"],"created_at":"2024-10-18T18:23:57.886Z","updated_at":"2026-05-02T14:34:20.588Z","avatar_url":"https://github.com/AyushShahh.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# fespn\nA neural network made to predict final exam scores of students.\u003cbr\u003e\nRead the detailed blog on [Medium](https://ayushah.medium.com/i-trained-a-neural-network-to-predict-final-exam-scores-of-my-classmates-dab1d979a5c4)\u003cbr\u003e\nRepo of frontend implementation is [here](https://github.com/AyushShahh/passornot)\n\nThere are three files:\n- mlp.py - For training the neural network and predicting the scores\n- finalcal.py - For estimating the previous final exam scores based on the grade and internals\n- internals.py - For calculating the internal marks for current semester\n\nA neural network with ReLU activation function and Stochastic Gradient Descent as an optimizer (solver) has been used. It has two hidden layers with 5 and 4 nodes respectively.\n\n![Neural Network diagram](assets/nn.png)\n\n### students_data.csv\nname,roll no 1,roll no 2,phymse1,phymse2,bemse1,bemse2,mat1mse1,mat1mse2,bmemse1,bmemse2,esmse1,esmse2,mat2mse1,mat2mse2,beemse1,beemse2,ppsmse1,ppsmse2,engmse1,engmse2,egdmse1,egdmse2,attendance,full\n\n### final_data.csv\nname,phy_i,be_i,mat_i,bme_i,es_i,phy_g,be_g,mat_g,bme_g,es_g\n\nThis work is licensed under the [MIT License](/LICENSE). View the license file for details.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fayushshahh%2Ffespn","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fayushshahh%2Ffespn","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fayushshahh%2Ffespn/lists"}