📦 backend
| |- 📂 common:
| | |- 📜 optimizer.py : what optimizer to use (ie: SGD or Adam for now)
| | |- 📜 ai_drive.py
| | |- 📜 preprocessing.py
| | |- 📜 default_datasets.py : store logic to load in default datasets from scikit-learn
| | |- 📜 dataset.py : read in the dataset through URL or file upload
| | |- 📜 email_notifier.py : Endpoint to send email notification of training results via API Gateway + AWS SES
| | |- 📜 utils.py : utility functions that could be helpful
| | |- 📜 constants.py : list of helpful constants
| | |- 📜 __init__.py
| | |- 📜 kernel.py
| | |- 📜 loss_functions.py : loss function enum
| |- 📂 ml:
| | |- 📜 ml_trainer.py : train a classical machine learning learning model on the dataset
| | |- 📜 __init__.py
| | |- 📜 ml_model_parser.py
| |- 📂 dl:
| | |- 📜 dl_model.py : torch model based on user specifications from drag and drop
| | |- 📜 dl_eval.py : Evaluation functions for deep learning models in Pytorch (eg: accuracy, loss, etc)
| | |- 📜 dl_trainer.py : train a deep learning model on the dataset
| | |- 📜 detection.py
| | |- 📜 __init__.py
| | |- 📜 dl_model_parser.py : parse the user specified pytorch model
| |- 📂 aws_helpers:
| | |- 📂 dynamo_db_utils:
| | | |- 📜 trainspace_db.py
| | | |- 📜 DynamoUnitTests.md
| | | |- 📜 constants.py : list of helpful constants
| | | |- 📜 dynamo_db_utils.py
| | | |- 📜 userprogress_db.py
| | |- 📜 __init__.py
| |- 📜 middleware.py
| |- 📜 poetry.lock
| |- 📜 epoch_times.csv
| |- 📜 pyproject.toml
| |- 📜 data.csv : data csv file for use in the playground
| |- 📜 __init__.py
| |- 📜 app.py : run the backend (entrypoint script)
📦 frontend
| |- 📂 public:
| | |- 📂 images:
| | | |- 📂 wiki_images:
| | | | |- 📜 tanh_plot.png
| | | | |- 📜 avgpool_maxpool.gif
| | | | |- 📜 conv2d2.gif
| | | | |- 📜 conv2d.gif
| | | | |- 📜 sigmoid_equation.png
| | | | |- 📜 maxpool2d.gif
| | | | |- 📜 softmax_equation.png : PNG file of Softmax equation
| | | | |- 📜 batchnorm_diagram.png
| | | | |- 📜 dropout_diagram.png
| | | | |- 📜 tanh_equation.png
| | | |- 📂 learn_mod_images:
| | | | |- 📜 neuron.png
| | | | |- 📜 tanhactivation.png
| | | | |- 📜 neuronWithEquation.png
| | | | |- 📜 sigmoidactivation.png
| | | | |- 📜 lossExampleTable.png
| | | | |- 📜 sigmoidfunction.png
| | | | |- 📜 lossExampleEquation.png
| | | | |- 📜 neuralnet.png
| | | | |- 📜 LeakyReLUactivation.png
| | | | |- 📜 ReLUactivation.png
| | | | |- 📜 robotImage.jpg
| | | | |- 📜 binarystepactivation.png
| | | | |- 📜 lossExample.png
| | | |- 📂 logos:
| | | | |- 📂 dlp_branding:
| | | | | |- 📜 dlp-logo.svg : DLP Logo, duplicate of files in public, but essential as the frontend can't read public
| | | | | |- 📜 dlp-logo.png : DLP Logo, duplicate of files in public, but essential as the frontend can't read public
| | | | |- 📜 react-logo.png
| | | | |- 📜 google.png
| | | | |- 📜 pytorch-logo.png
| | | | |- 📜 pandas-logo.png
| | | | |- 📜 dsgt-logo-dark.png
| | | | |- 📜 dsgt-logo-light.png
| | | | |- 📜 python-logo.png
| | | | |- 📜 dsgt-logo-white-back.png
| | | | |- 📜 github.png
| | | | |- 📜 aws-logo.png
| | | | |- 📜 flask-logo.png
| | | |- 📜 demo_video.gif : GIF tutorial of a simple classification training session
| | |- 📜 robots.txt
| | |- 📜 dlp-logo.ico : DLP Logo
| | |- 📜 index.html : Base HTML file that will be initially rendered
| | |- 📜 manifest.json : Default React file for choosing icon based on
| |- 📂 .yarn:
| | |- 📂 cache:
| | | |- 📜 utils-copy-error-npm-1.0.1-59cc963f2e-15b630e483.zip
| | | |- 📜 @humanwhocodes-module-importer-npm-1.0.1-9d07ed2e4a-0fd22007db.zip
| | | |- 📜 @firebase-app-check-types-npm-0.5.0-c65d0311de-39828d64e3.zip
| | | |- 📜 @mapbox-point-geometry-npm-0.1.0-d0fd1852be-ed41c1ce01.zip
| | | |- 📜 @types-d3-array-npm-3.0.5-bf76aa12ba-c0014042f7.zip
| | | |- 📜 babel-plugin-macros-npm-3.1.0-320e781f4e-765de4abeb.zip
| | | |- 📜 jest-util-npm-29.5.0-cf917d20f1-fd9212950d.zip
| | | |- 📜 gl-util-npm-3.1.3-8f018a4061-f162585854.zip
| | | |- 📜 w3c-keyname-npm-2.2.6-55cd4f6245-59a31d23ca.zip
| | | |- 📜 needle-npm-2.9.1-f40e591726-746ae3a378.zip
| | | |- 📜 @babel-helper-function-name-npm-7.21.0-a17ce5a05a-d63e63c3e0.zip
| | | |- 📜 @emotion-weak-memoize-npm-0.3.0-705bdd075b-f43ef4c8b7.zip
| | | |- 📜 webidl-conversions-npm-3.0.1-60310f6a2b-c92a0a6ab9.zip
| | | |- 📜 glob-to-regexp-npm-0.4.1-cd697e0fc7-e795f4e8f0.zip
| | | |- 📜 websocket-driver-npm-0.7.4-a72739da70-fffe5a33fe.zip
| | | |- 📜 update-diff-npm-1.1.0-a5dd7d23e6-546400522d.zip
| | | |- 📜 zustand-npm-4.3.9-c1730d0244-fc83d65391.zip
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| | | |- 📜 events-npm-3.3.0-c280bc7e48-f6f487ad21.zip
| | | |- 📜 d3-transition-npm-3.0.1-9191e0faaa-cb1e6e018c.zip
| | | |- 📜 classnames-npm-2.3.2-d2fdae468d-2c62199789.zip
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| | | |- 📜 jest-get-type-npm-29.4.3-790eefdb01-6ac7f2dde1.zip
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| | | |- 📜 locate-path-npm-6.0.0-06a1e4c528-72eb661788.zip
| | | |- 📜 has-passive-events-npm-1.0.0-ab3ec0b80b-604b447817.zip
| | | |- 📜 @fortawesome-fontawesome-svg-core-npm-6.4.2-530d31922b-0c0ecd9058.zip
| | | |- 📜 slash-npm-3.0.0-b87de2279a-94a93fff61.zip
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| | | |- 📜 d3-zoom-npm-3.0.0-18f706a421-8056e35272.zip
| | | |- 📜 react-onclickoutside-npm-6.12.2-61c80f0d9a-a0c7f4fbcf.zip
| | | |- 📜 @plotly-point-cluster-npm-3.1.9-9ab3edb250-14056dbf1c.zip
| | | |- 📜 @testing-library-dom-npm-9.0.1-a05e7f233d-fa3d4097d0.zip
| | | |- 📜 @types-d3-fetch-npm-3.0.2-7176983808-10fad5c1d4.zip
| | | |- 📜 iconv-lite-npm-0.4.24-c5c4ac6695-bd9f120f5a.zip
| | | |- 📜 hast-util-parse-selector-npm-2.2.5-cd773533ea-22ee4afbd1.zip
| | | |- 📜 typescript-patch-7ee4c41060-bdbf3d0aac.zip
| | | |- 📜 @jridgewell-gen-mapping-npm-0.3.2-c64eeb4a4e-1832707a1c.zip
| | | |- 📜 globby-npm-11.1.0-bdcdf20c71-b4be8885e0.zip
| | | |- 📜 d3-interpolate-npm-3.0.1-77ddca7977-a42ba314e2.zip
| | |- 📜 install-state.gz
| |- 📂 layer_docs:
| | |- 📜 Linear.md : Doc for Linear layer
| | |- 📜 ReLU.md : Doc for ReLU later
| | |- 📜 softmax_equation.png : PNG file of Softmax equation
| | |- 📜 Softmax.md : Doc for Softmax layer
| |- 📂 src:
| | |- 📂 pages:
| | | |- 📂 train:
| | | | |- 📜 index.tsx
| | | | |- 📜 [train_space_id].tsx
| | | |- 📜 _app.tsx
| | | |- 📜 _document.tsx
| | | |- 📜 LearnContent.tsx
| | | |- 📜 wiki.tsx
| | | |- 📜 learn.tsx
| | | |- 📜 forgot.tsx
| | | |- 📜 settings.tsx
| | | |- 📜 dashboard.tsx
| | | |- 📜 login.tsx
| | | |- 📜 about.tsx
| | | |- 📜 feedback.tsx
| | |- 📂 common:
| | | |- 📂 styles:
| | | | |- 📜 globals.css
| | | | |- 📜 Home.module.css
| | | |- 📂 redux:
| | | | |- 📜 userLogin.ts
| | | | |- 📜 backendApi.ts
| | | | |- 📜 store.ts
| | | | |- 📜 hooks.ts
| | | | |- 📜 train.ts
| | | |- 📂 utils:
| | | | |- 📜 dndHelpers.ts
| | | | |- 📜 firebase.ts
| | | | |- 📜 dateFormat.ts
| | | |- 📂 components:
| | | | |- 📜 Spacer.tsx
| | | | |- 📜 Footer.tsx
| | | | |- 📜 HtmlTooltip.tsx
| | | | |- 📜 DlpTooltip.tsx
| | | | |- 📜 ClientOnlyPortal.tsx
| | | | |- 📜 NavBarMain.tsx
| | | | |- 📜 EmailInput.tsx
| | | | |- 📜 TitleText.tsx
| | |- 📂 backend_outputs:
| | | |- 📜 my_deep_learning_model.onnx : Last ONNX file output
| | | |- 📜 model.pt : Last model.pt output
| | | |- 📜 model.pkl
| | |- 📂 features:
| | | |- 📂 Train:
| | | | |- 📂 redux:
| | | | | |- 📜 trainspaceSlice.ts
| | | | | |- 📜 trainspaceApi.ts
| | | | |- 📂 features:
| | | | | |- 📂 Image:
| | | | | | |- 📂 redux:
| | | | | | | |- 📜 imageActions.ts
| | | | | | | |- 📜 imageApi.ts
| | | | | | |- 📂 types:
| | | | | | | |- 📜 imageTypes.ts
| | | | | | |- 📂 constants:
| | | | | | | |- 📜 imageConstants.ts
| | | | | | |- 📂 components:
| | | | | | | |- 📜 ImageParametersStep.tsx
| | | | | | | |- 📜 ImageTrainspace.tsx
| | | | | | | |- 📜 ImageFlow.tsx
| | | | | | | |- 📜 ImageDatasetStep.tsx
| | | | | | | |- 📜 ImageReviewStep.tsx
| | | | | | |- 📜 index.ts
| | | | | |- 📂 Tabular:
| | | | | | |- 📂 redux:
| | | | | | | |- 📜 tabularActions.ts
| | | | | | | |- 📜 tabularApi.ts
| | | | | | |- 📂 types:
| | | | | | | |- 📜 tabularTypes.ts
| | | | | | |- 📂 constants:
| | | | | | | |- 📜 tabularConstants.ts
| | | | | | |- 📂 components:
| | | | | | | |- 📜 TabularParametersStep.tsx
| | | | | | | |- 📜 TabularTrainspace.tsx
| | | | | | | |- 📜 TabularDatasetStep.tsx
| | | | | | | |- 📜 TabularReviewStep.tsx
| | | | | | | |- 📜 TabularFlow.tsx
| | | | | | |- 📜 index.ts
| | | | |- 📂 types:
| | | | | |- 📜 trainTypes.ts
| | | | |- 📂 constants:
| | | | | |- 📜 trainConstants.ts
| | | | |- 📂 components:
| | | | | |- 📜 CreateTrainspace.tsx
| | | | | |- 📜 TrainspaceLayout.tsx
| | | | | |- 📜 DatasetStepLayout.tsx
| | | |- 📂 OpenAi:
| | | | |- 📜 openAiUtils.ts
| | | |- 📂 Dashboard:
| | | | |- 📂 redux:
| | | | | |- 📜 dashboardApi.ts
| | | | |- 📂 components:
| | | | | |- 📜 TrainBarChart.tsx
| | | | | |- 📜 TrainDataGrid.tsx
| | | | | |- 📜 TrainDoughnutChart.tsx
| | | |- 📂 Feedback:
| | | | |- 📂 redux:
| | | | | |- 📜 feedbackApi.ts
| | | |- 📂 LearnMod:
| | | | |- 📜 FRQuestion.tsx
| | | | |- 📜 LearningModulesContent.tsx
| | | | |- 📜 ModulesSideBar.tsx
| | | | |- 📜 MCQuestion.tsx
| | | | |- 📜 ClassCard.tsx
| | | | |- 📜 ImageComponent.tsx
| | | | |- 📜 Exercise.tsx
| | |- 📜 next-env.d.ts
| | |- 📜 iris.csv : Sample CSV data
| | |- 📜 GlobalStyle.ts
| | |- 📜 constants.ts
| |- 📜 next-env.d.ts
| |- 📜 tsconfig.json
| |- 📜 next.config.js
| |- 📜 yarn.lock
| |- 📜 jest.config.js
| |- 📜 .eslintrc.json
| |- 📜 package.json
| |- 📜 .eslintignore