Pinned Loading

1. regularized-linear-regression-deep-dive regularized-linear-regression-deep-dive Public

   Explanations and Python implementations of Ordinary Least Squares regression, Ridge regression, Lasso regression (solved via Coordinate Descent), and Elastic Net regression (also solved via Coordin…

   Jupyter Notebook 14 1

2. NBA-attendance-prediction NBA-attendance-prediction Public

   Attendance prediction tool for NBA games using machine learning. Full pipeline implemented in Python from data ingestion to prediction. Attained mean absolute error of around 800 people (about 5% c…

   Jupyter Notebook 12 4

3. explorations-in-envy-free-allocations explorations-in-envy-free-allocations Public

   A small project to using the AMPL modeling language to formulate, CPLEX to solve, and Python to visualize mixed-integer linear programs for several envy-free fair division problems. Includes a full…

   JetBrains MPS 4

4. higher-education-simulation higher-education-simulation Public

   Full Python implementation of an agent-based simulation model of generalized higher education institutions. Thousands of experiments are conducted and model feature significance is found through re…

   Jupyter Notebook 5

5. Implementation of the Elastic Net fo... Implementation of the Elastic Net for Regression in Python Using NumPy

   1

   def elastic_net(X, y, l, alpha, tol=1e-4, path_length=100, return_path=False):

   2

       """The Elastic Net Regression model with intercept term.

   3

       Intercept term included via design matrix augmentation.

   4

       Pathwise coordinate descent with co-variance updates is applied.

   5

       Path from max value of the L1 tuning parameter to input tuning parameter value.

6. 𝙢𝙖𝙘𝙊𝙎 𝖲𝖾𝗍𝗎𝗉 𝖲𝖼𝗋𝗂𝗉𝗍𝗌 🧑‍🏭 ⚙️ 💻 𝙢𝙖𝙘𝙊𝙎 𝖲𝖾𝗍𝗎𝗉 𝖲𝖼𝗋𝗂𝗉𝗍𝗌 🧑‍🏭 ⚙️ 💻

   1

   <h1 style="font-size: 2.5rem; font-weight: 750; color: #4b5563; padding-bottom: 0; margin-bottom: 0.5rem;"> 🖥️ Configurable macOS Setup Scripts</h1>

   2

   <span style="font-size: 1.15rem; font-weight: 750; color: #4b5563; background-color: #f3f4f6;">Easily automate macOS environment setup with essential tools, applications, and Zsh customizations.</span>

   3

   <hr style="border: 0; border-top: 1px solid #e5e7eb; margin-top: 0.5rem; margin-bottom: 1rem;">

   4

   5

   <p style="font-size: 1.2em; color: #4b5563;">