{"id":17455518,"url":"https://github.com/huaxiaz/honor_engineering_analysis","last_synced_at":"2026-02-14T18:31:52.878Z","repository":{"id":257830930,"uuid":"860617607","full_name":"huaxiaz/Honor_Engineering_Analysis","owner":"huaxiaz","description":"This repository is adapt from the course materials for Honors Engineering Analysis at Northwestern University. 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The course is designed for Engineering first-year undergraduate students to learn about linear algebra and its applications (Honor Level). Please note the materials are revised by myself with an emphasis on [**Python (Anaconda Distribution)**](https://www.anaconda.com/download), so they are not exactly the same as the [original course]((https://www.mccormick.northwestern.edu/electrical-computer/academics/courses/descriptions/206-EA-1.html)) materials (The course is taught with an emphasis on [**MATLAB**](https://www.mathworks.com/products/matlab.html) implementation).\n\n- Python_basics Folder\n  - Python_JupyterNotebook: this tutorial notebook provides a quick overview to Python programming. If you're new to programming, this is the perfect starting point.\n  - NumPy_Matrix: this tutorial notebook covers essential concepts from Linear Algebra  (Chapter 1-4 from ***Linear Algebra and its Applications (5th Edition)***) and demonstrates the implementation using [**NumPy**](https://numpy.org).\n  - NumPy_Vector: this tutorial notebook covers essential concepts from Vector Analysis (Chapter 6 from ***Linear Algebra and its Applications (5th Edition)***) and demonstrates the implementation using [**NumPy**](https://numpy.org).\n\n- Case_studies Folder\n  - Graph_PageRank: this notebook covers basics about graph powered by [**NetworkX**](https://networkx.org) and PageRank Algorithm (Case Study 1 \u0026 Week 1).\n  - Random_Graph: this notebook covers degree distributions of graphs and different types of random graphs (Week 2).\n  - Iterative_methods: this notebook covers two common iterative algorithms (Week 3).\n  - Complex_dynamics:  this notebook covers an overview of complex numbers and complex dynamics (fractals) (Week 4).\n\n- Further_reading Folder: this folder contains a markdown file that primarily lists journal publications in the relevant research areas related to the topics in Case Studies.\n\n## Acknowledgement\nThanks for valuable feedback from [Professor Randy Freeman](http://www.eecs.northwestern.edu/~freeman/)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhuaxiaz%2Fhonor_engineering_analysis","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fhuaxiaz%2Fhonor_engineering_analysis","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhuaxiaz%2Fhonor_engineering_analysis/lists"}