Projects

Fall 2024

• The Inattentive Interview: An LLM-Assisted Clinical Transcript Generation and Analysis Gemini was instructed to transcribe, analyze and generate conversations for a therapy session focused on ADHD. Code

• A Machine Learning Approach for Diagnosis and Classification of Periodontitis Applied machine learning to classify and diagnose periodontitis using clinical data.

Summer 2024

• Parkinson Detection From Voice Data
  Applied deep learning techniques to detect Parkinson’s Disease from voice patterns.
  Code

• Cancer Image Detection
  Developed a deep learning algorithm to identify metastatic cancer in image patches from digital pathology scans.
  Certificate | Code

• Brain Tumor Detection
  Designed a machine learning model to detect brain tumors from medical images, including preprocessing and model evaluation.
  Code

• Counseler Chatbot
  Built a chatbot to assist users with mental health issues using predefined conversational intents and information retrieval techniques.
  Code

• Dialogue State Tracking for Chatbots (Bachelor Thesis)
  Implemented a dialogue state tracker for an open-domain chatbot using fine-tuned BERT and RoBERTa models combined with supervised learning.
  Code

Fall 2023

• Python Libraries for Data Mining
  Explored Python libraries to improve data preprocessing speed and accuracy in data mining tasks.
  Code

• EDA and Visualization for Heart Attack Data
  Performed exploratory data analysis and created visualizations to classify heart attack occurrences using a biological dataset.
  Code

• Data Cleaning and Feature Engineering
  Enhanced model performance by applying feature selection, reduction, and extraction techniques for various machine learning algorithms.
  Code

• Frequency Pattern Detection
  Compared Apriori and FP-Growth algorithms, demonstrating the efficiency of FP-Growth in detecting patterns in large datasets.
  Code

• Advanced Methods in Classification
  Utilized Random Forest, SVM, and Naive Bayes for gas sensor data classification, including model stacking and hyperparameter analysis.
  Code

• Advanced Clustering Methods
  Applied KMeans, Agglomerative Clustering, and DBSCAN, using PCA and t-SNE for dimensionality reduction and data visualization.
  Code

• Outlier and Anomaly Detection
  Implemented One-Class SVM and Local Outlier Factor for anomaly detection, incorporating LSTM for temporal pattern recognition.
  Code

Summer 2023

• Chit-Chat Conversational System
  Developed an open-domain conversational system by fine-tuning BERT and RoBERTa for intent detection and slot filling, using T5 and BLOOM for answer generation.
  Code

Spring 2023

• Coin Price Monitoring Project
  Built a cryptocurrency price monitoring app deployed using Docker and Kubernetes, with optional Docker Compose support.
  Code

• Job Execution Service
  Developed a service that allows users to submit Python, C, C++, or Java code for execution, with results sent via email.
  Code

• Docker and Kubernetes Deployment
  Implemented Docker and Kubernetes for deployment of various projects on Kubernetes servers.
  Code

• Machine Learning with MapReduce
  Executed machine learning projects using MapReduce on a Hadoop cluster.
  Code

• Neural Network Implementation
  Created a neural network from scratch with Fully Connected, Conv2D, and Max Pooling layers, using various optimizers and activation functions.
  Code

• Super Mario Game with Genetic Algorithm
  Developed a genetic algorithm to optimize gameplay strategy for the Super Mario game.
  Code

Fall 2022

• Pacman Game AI
  Implemented artificial intelligence algorithms for a Pacman game, inspired by Stanford’s CS221 projects.
  Code

Spring 2022

• Lights Out Game Solver
  Created a solver for the Lights Out game using linear algebra techniques.

• XV6 Operating System Enhancements
  Added system calls, implemented threading, and developed CPU scheduling algorithms (RR, priority, multilevel queue, and lottery) in the XV6 operating system.

• Message Broker
  Built a Python-based message broker to handle communication between systems, translating messages and using TCP as a medium.
  Code