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Projects

Future of Programming Lab

Hazel - Tutorial Systems

GitHub Repo | Pull Request | 07/2024 – present

  • My current project involves building, end-to-end, a new tutorial mode functionality for Hazel to allow new users and students to grasp basic functional programming concepts.
  • I am working with editor states and ensuring that new users can interact with the syntax and functionality of the programming environment.
  • I am also working on creating a new feature that will target giving relevant and directed feedback on user implementations. (PI: Cyrus Omar, Assistant Professor)

<iframe src="https://hazel.org/build/dev/" width="100%" height="400" frameborder="0" scrolling="yes"></iframe>

Technologies: OCaml, Reason

DIY Hazelnut

GitHub Repo | 06/2024

  • An implementation of Hazelnut: A Bidirectionally Typed Structure Editor Calculus.
  • Implemented core features of Hazelnut in Reason (OCaml), focusing on bidirectional type synthesis and cursor erasure for functional expressions.
  • Developed key modules for handling higher-order types, expressions, and their cursors, ensuring accurate type compatibility.
  • The building of a hazelnut expression and its type synthesis can be viewed by using the webapp.

Technologies: Reason

Performance Predictions in TB and HIV

Report | 11/2024

  • This project leverages logistic regression to measure the predictive performance of Case Detection Rate (CDR) in country-specific mortality outcomes for patients with a dual burden of Tuberculosis (TB) and Human Immunodeficiency Viruses (HIV).
  • Using data from the Tuberculosis Burden by Country dataset, it evaluates the role of CDR in determining mortality-to-incidence ratios (MIRs).
  • Feature engineering techniques such as logarithmic scaling and quantile transformation were applied to the baseline model to address data skewness and improve model performance.
  • The final model demonstrated an improvement in AUC for dual-burden mortality predictions, emphasizing the importance of early case detection in mitigating public health challenges.
<iframe src="plots/Scatter.html" width="120%" height="550px" frameborder="0" scrolling="yes" style="margin-bottom: 5px;"></iframe>
<iframe src="plots/comparison1.html" width="120%" height="550px" frameborder="0" scrolling="yes" style="margin-bottom: 5px;"></iframe>

Technologies: Python, Pandas, Scikit-learn

Insta485 Client-Side Web Application

Demo | 10/2024

  • Developed an Instagram clone as part of a three-project sequence for EECS 485, focusing on building client-side dynamic pages using JavaScript, React, and AJAX.
  • Refactored the server-side logic from Flask into a REST API to handle asynchronous data requests, enabling real-time updates for user interactions such as likes, comments, and infinite scrolling without page reloads.
  • The project also includes features like double-click to like and seamless data fetching.
  • The following credentials can be used to test the system, username: awdeorio, password: chickens.
  • To login as any of the other users within the app, the password for login is "password".

Technologies: Python, SQL, HTML, CSS, JavaScript, React, Flask, AWS

Data Retrieval and Parsing using Web Scraping and APIs

09/2024

  • Developed and implemented solutions for extracting and parsing data from various sources using both web scraping and APIs.
  • Utilized depth-first search (DFS) to handle hierarchical data structures, transforming JSON data into structured data frames for analysis.
  • Leveraged Python and BeautifulSoup for HTML parsing, along with API calls to collect, clean, and organize data from sources such as a fake online bookstore and the Financial Modelling Prep API.
  • Ensured data accuracy by handling edge cases, such as missing or incomplete records.

Online Bookstore:

UPC Product Type Price (excl. tax) Price (incl. tax) Tax Availability Number of reviews Category Rating Description Title
e10e1e165dc8be4a Books £22.60 £22.60 £0.00 In stock (19 available) 0 Default Four For readers of Laura Hillenbrand's ... The Boys in the Boat: ...
c2e46a2ee3b4a322 Books £25.27 £25.27 £0.00 In stock (19 available) 0 Romance Five A Michelin two-star chef at twenty ... Chase Me (Paris Nights #2)
00bfed9e18bb36f3 Books £34.53 £34.53 £0.00 In stock (19 available) 0 Romance Five No matter how busy he keeps himself... Black Dust
8c9e6bf2467d740d Books £20.59 £20.59 £0.00 In stock (16 available) 0 Default Five Slay Procrastination, Distraction, ... The Inefficienc...

Financial Modelling Prep:

date open high low close adjClose volume unadjustedVolume change changePercent vwap label changeOverTime
2024-08-30 11.15 11.23 11.06 11.19 11.04 44977100 44977100 0.04 0.35874 11.1575 August 30, 24 0.0035874
2024-08-29 11.02 11.2 10.99 11.11 10.96 44989200 44989200 0.09 0.8167 11.08 August 29, 24 0.008167
2024-08-28 11.1 11.19 10.98 11.04 10.89 35442200 35442200 -0.06 -0.54054 11.0775 August 28, 24 -0.0054054
2024-08-27 11.12 11.22 10.99 11.14 10.99 44841000 44841000 0.02 0.17986 11.1175 August 27, 24 0.0017986
2024-08-26 11.32 11.37 11.07 11.11 10.96 53070331 53070331 -0.21 -1.86 11.2175 August 26, 24 -0.0186

Technologies: Python, Pandas, NumPy, Beautiful Soup, JSON, HTML

Travelling Salesman Problem

06/2024

  • Applied branch and bound algorithm to solve TSP problem for complete weighted graph, used MST to get the lower bound for remaining cost, and explored various heuristic approaches to achieve a nearly-optimal solution.
  • To find the optimal tour, we started with our nearly optimal solution and then employed the brute-force method of exhaustive enumeration to achieve the optimal path while being time efficient.

Technologies: C++

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