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Repository for 2023 Lumen Data Science competition solution
Write README for the deployment of both the frontend and the backend. Maybe include an example docker-compose.yml.
Last year winners also used transfer learning. Only for the first 25 epochs they trained the last layer and the rest of training they trained the whole model. Here is their documentation.
Experiment with training last 2 layers of ResNet instead of only the last one.
Replace dummy predict function on the backend with a real model. We should be able to load the model when starting the backend container via environment variable.
Do a grid search of all the necessary model and learning hyperparameters. EarlyStopping could be useful for this.
Deploy app and set up CI/CD pipeline for automatic deployments.
Cleanup and upload notebooks used for data processing and model learning to the repository.
Write project documentation
Write technical documentation
A declarative, efficient, and flexible JavaScript library for building user interfaces.
๐ Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
The Web framework for perfectionists with deadlines.
A PHP framework for web artisans
Bring data to life with SVG, Canvas and HTML. ๐๐๐
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
Some thing interesting about game, make everyone happy.
We are working to build community through open source technology. NB: members must have two-factor auth.
Open source projects and samples from Microsoft.
Google โค๏ธ Open Source for everyone.
Alibaba Open Source for everyone
Data-Driven Documents codes.
China tencent open source team.