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Scanning electron microscopy (SEM) is a powerful noninvasive method of examination of microscopic structures, which has spatial resolution 1-100 nm. The principle of SEM operation is based on irradiation of the object under study with a monoenergetic electron beam and subsequent registration of intensity and/or energy distribution of electrons in the beam after reflection by the object (reflected SEM). The problem of microtomography in reflected electrons is a classical ill-posed problem of mathematical physics. Standard methods of reflected electron tomography usually only aim at separating superimposed images of layers rather than investigating their characteristics or composition. The current project involves reconstructing the internal structure of a layered object (cladding) in terms of layer thickness, material density. In 2021 convolutional neural networks were effectively used to solve the inverse problem of fluorescence microtomography. CNN networks (UNet, 3-d UNer) presumably can be used as effective solver of reflected electron microtomography inverse problem. The project is aimed to test and compare different CNN-architectures on volumetric layered structure.
Машинное обучение на ФКН ВШЭ
Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning.
Apple Stocks Price prediction. Comparing Linear regression (with/without polynomial features), KNN, Random Forest
Png To Svg With Python
A declarative, efficient, and flexible JavaScript library for building user interfaces.
🖖 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. 📊📈🎉
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 ❤️ Open Source for everyone.
Alibaba Open Source for everyone
Data-Driven Documents codes.
China tencent open source team.