![]() However, once you have selected a model, I'm sure you can get performance advantages by coding it in a low level and eliminating inefficiencies. ![]() This is good for the rapid iteration that ML research demands. Having all your weights in one object is also awfully convenient you can write something like `weights -= error * deriv * learning_rate` instead of iterating over each individual weight (and a large model contains many different sets of weights, not just a single NxMxPxQ matrix) You could explicitly tell the computer how to compute the output and its derivative, or you could tell the computer how to compute the output, and let it also compute the derivative by itself. Writing them in a more abstract languages has advantages - like automatic differentiation. But they are still tricky code, because if you get them wrong you will find that you spent 500 GPU-years turning random numbers that cause the model to output gibberish into other random numbers that cause the model to output different yet semantically identical gibberish. ML algorithms are, at their core, not particularly complicated code. The question is whether anyone finds it worth doing. To learn React, check out the React documentation.Of course it's possible. You can learn more in the Create React App documentation. However we understand that this tool wouldn’t be useful if you couldn’t customize it when you are ready for it. The curated feature set is suitable for small and middle deployments, and you shouldn’t feel obligated to use this feature. All of the commands except eject will still work, but they will point to the copied scripts so you can tweak them. Instead, it will copy all the configuration files and the transitive dependencies (webpack, Babel, ESLint, etc) right into your project so you have full control over them. This command will remove the single build dependency from your project. If you aren’t satisfied with the build tool and configuration choices, you can eject at any time. See the section about deployment for more information. The build is minified and the filenames include the hashes. It correctly bundles React in production mode and optimizes the build for the best performance. yarn buildīuilds the app for production to the build folder. See the section about running tests for more information. Launches the test runner in the interactive watch mode. ![]() You will also see any lint errors in the console. In the project directory, you can run: yarn start ![]() This project was bootstrapped with Create React App. ![]()
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