{"id":22958234,"url":"https://github.com/white-devil09/deep-learning","last_synced_at":"2025-04-02T01:52:38.588Z","repository":{"id":170033023,"uuid":"646129440","full_name":"White-Devil09/Deep-Learning","owner":"White-Devil09","description":"This repository contains some deep learning projects.","archived":false,"fork":false,"pushed_at":"2023-05-29T09:30:39.000Z","size":61244,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-02-07T16:48:36.285Z","etag":null,"topics":["deep-learning","imageclassification","pytorch"],"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/White-Devil09.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":"2023-05-27T11:33:13.000Z","updated_at":"2023-05-29T09:43:46.000Z","dependencies_parsed_at":null,"dependency_job_id":"5ede832f-9bd2-47d0-8bde-2905f67d87ff","html_url":"https://github.com/White-Devil09/Deep-Learning","commit_stats":null,"previous_names":["white-devil09/deep-learning"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/White-Devil09%2FDeep-Learning","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/White-Devil09%2FDeep-Learning/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/White-Devil09%2FDeep-Learning/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/White-Devil09%2FDeep-Learning/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/White-Devil09","download_url":"https://codeload.github.com/White-Devil09/Deep-Learning/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246741174,"owners_count":20826063,"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":["deep-learning","imageclassification","pytorch"],"created_at":"2024-12-14T17:37:21.547Z","updated_at":"2025-04-02T01:52:38.568Z","avatar_url":"https://github.com/White-Devil09.png","language":"Jupyter Notebook","readme":"\n# Deep learning implementation\n\nThis repository contains some deep learning implementation using PyTorch.\n\n\n## Notebooks\n\n[Tenosrs.ipynb](https://github.com/White-Devil09/Deep-Learning/blob/master/Tenosrs.ipynb) : In this Notebook we come to know about basic tensor operations and conversion of numpy arrays to tensors.\n\n[Linear_regression.ipynb](https://github.com/White-Devil09/Deep-Learning/blob/master/Linear_regression.ipynb) : In this Notebook we use LinearRegression to classify temp,rainfall, humidity vs crop yeild of apples and oranges.\n\n[Logistic_regression.ipynb](https://github.com/White-Devil09/Deep-Learning/blob/master/Logistic_regression.ipynb) : In this Notebook we use LogisticRegression to classify MNIST dataset.\n\n[Feed_forward_NN.ipynb](https://github.com/White-Devil09/Deep-Learning/blob/master/Feed_forward_NN.ipynb) : In this Notebook we use Feed_forward_NN to train model for MNIST dataset. We use Feed_forward_NN to overcome the linear relation that we tackled in LogisticRegression.\n\n\n[Convolutional_neural_network.ipynb](https://github.com/White-Devil09/Deep-Learning/blob/master/Convolutional_neural_network.ipynb) : In this Notebook we use CNN to classify CIFAR10 dataset .\n\n[ResNets.ipynb](https://github.com/White-Devil09/Deep-Learning/blob/master/ResNets.ipynb) : In this Notebook we implemented ResNet9 architecture to classify CIFAR10 data set as this contains residual blocks which helps to gain more accuracy than regular CNNs.\n\n[GAN.ipynb](https://github.com/White-Devil09/Deep-Learning/blob/master/GAN.ipynb) : In this Notebook we generate anime faces from random noise. to run this Notebook please download [anime-faces](https://www.kaggle.com/datasets/splcher/animefacedataset/download?datasetVersionNumber=3) dataset and place in folder 'data'.\n\n[Transfer_learning.ipynb](https://github.com/White-Devil09/Deep-Learning/blob/master/Transfer_learning.ipynb) : In this Notebook we used pretrained ResNet34 model to train model instead of training from scartch.\n\n[Fashion_MNIST.ipynb](https://github.com/White-Devil09/Deep-Learning/blob/master/Fashion_MNIST.ipynb) : In this Notebook we classified fashion mnist dataset.\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fwhite-devil09%2Fdeep-learning","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fwhite-devil09%2Fdeep-learning","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fwhite-devil09%2Fdeep-learning/lists"}