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Scientific Computing · Awesome GitHub Repositories

9 repos

Awesome GitHub RepositoriesScientific Computing

Computational frameworks and libraries for performing complex mathematical modeling, multi-dimensional array operations, and large-scale scientific data analysis.

Explore 9 awesome GitHub repositories matching scientific & mathematical computing · Scientific Computing. Refine with filters or upvote what's useful.

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Awesome Scientific Computing GitHub Repositories

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  • jwasham/coding-interview-university

    jwasham/coding-interview-university

    337,188GitHubView on GitHub↗

    This project is a comprehensive educational roadmap designed to guide software engineers through the mastery of computer science fundamentals and technical interview preparation. It provides a structured, dependency-aware learning path that organizes complex computing concepts into a hierarchical curriculum, enabling u

    algorithmalgorithmscoding-interview
  • vinta/awesome-python

    vinta/awesome-python

    283,687GitHubView on GitHub↗

    This project is a comprehensive, community-curated directory that organizes a vast landscape of Python software libraries, frameworks, and tools. It serves as a centralized knowledge base designed to facilitate ecosystem navigation and accelerate developer discovery across the entire software development lifecycle. Th

    Pythonawesomecollectionspython
  • TheAlgorithms/Python

    TheAlgorithms/Python

    217,914GitHubView on GitHub↗

    This project is a comprehensive repository of verified computational implementations designed to serve as an educational resource for computer science and algorithmic problem solving. It provides a structured collection of code examples that cover fundamental data structures, mathematical operations, and core programmi

    Pythonalgorithmalgorithm-competitionsalgorithms-implemented
  • tensorflow/tensorflow

    tensorflow/tensorflow

    193,864GitHubView on GitHub↗

    TensorFlow is a comprehensive machine learning framework designed for the construction, training, and deployment of complex mathematical models. It utilizes a graph-based execution model that represents operations as directed acyclic graphs, enabling automatic differentiation and efficient parallel processing. The syst

    C++deep-learningdeep-neural-networksdistributed
  • mtdvio/every-programmer-should-know

    mtdvio/every-programmer-should-know

    97,839GitHubView on GitHub↗

    This project is a comprehensive, community-curated knowledge base designed to support software engineers in mastering both fundamental computer science principles and practical industry methodologies. It serves as a centralized reference library that aggregates technical resources, academic literature, and professional

    cc-bycollectioncomputer-science
  • opencv/opencv

    opencv/opencv

    86,238GitHubView on GitHub↗

    OpenCV is a comprehensive computer vision library designed for real-time performance and cross-platform deployment. It provides a native execution environment that leverages multi-threaded operations and automated memory management to handle intensive computational tasks, including image processing and machine learning

    C++c-plus-pluscomputer-visiondeep-learning
  • d2l-ai/d2l-zh

    d2l-ai/d2l-zh

    75,708GitHubView on GitHub↗

    This project is an open-source, interactive educational platform designed to teach deep learning through a comprehensive, code-first curriculum. It provides a structured learning path that covers foundational mathematics, modern neural network architectures, and practical optimization techniques, enabling practitioners

    Pythonbookchinesecomputer-vision
  • fffaraz/awesome-cpp

    fffaraz/awesome-cpp

    69,832GitHubView on GitHub↗

    This project is a comprehensive, curated directory of high-quality libraries, tools, and educational resources for C and C++ development. It serves as an ecosystem discovery index, helping developers navigate the vast landscape of third-party components, frameworks, and technical documentation available for the languag

    awesomeawesome-listc
  • karpathy/nanoGPT

    karpathy/nanoGPT

    53,461GitHubView on GitHub↗

    nanoGPT is a lightweight engine for training and fine-tuning transformer-based language models from scratch. It provides a minimalist codebase designed for educational exploration and rapid experimentation with neural network architectures, utilizing self-attention and feed-forward layers to process sequences and predi

    Python

Explore sub-tags

  • Automatic DifferentiationComputational techniques for evaluating the derivative of a function specified by a computer program.
  • Bioinformatics LibrariesComputational tools for processing and analyzing biological data, genomics, and physiological simulations.
  • Chemistry LibrariesProgramming libraries providing specialized functions and algorithms for computational tasks in chemistry and related scientific fields.
Data-Oriented Matrix Frameworks
Frameworks utilizing memory-efficient structures and proxy classes for high-performance multi-dimensional array operations.
  • Fast Numerical MethodsOptimized mathematical algorithms designed to accelerate computational processing.
  • Matrix OperationsImplementations for multidimensional array manipulation, transformation, and arithmetic.
  • Numeric Data ProcessingTechniques for managing floating-point arithmetic, integer precision, and overflow prevention in code.
  • Saturation-Aware ArithmeticArithmetic operations that include clamping logic to prevent numerical overflow.
  • Scheduling AlgorithmsAlgorithms for resource allocation and task sequencing.
  • Scientific Computing and SimulationTools for executing complex mathematical models and processing large-scale scientific datasets.
  • Tensor LibrariesLibraries providing mathematical operations and element-wise functions for processing multi-dimensional arrays and tensors.