Projects.

Multi-Agent AutoML Team

A multi-agent system where specialized LLM agents collaborate to automate the end-to-end machine learning workflow, from problem framing to model selection.

• Coordinated agents for data prep, modeling, and evaluation
• Automated ML pipeline orchestration end to end
• Agent collaboration for autonomous decision making

Code Plagiarism Detection Experiment

An experimental study on detecting source code plagiarism using similarity analysis and machine learning techniques.

• Feature extraction and similarity scoring for code samples
• Experimental evaluation of plagiarism detection approaches
• Analysis of model performance across code datasets

Image Captioning with Deep Learning

An end-to-end visual storytelling system that translates image content into natural language descriptions using a custom CNN-RNN pipeline.

• Custom visual feature extraction and sequence generation pipeline
• CNN-RNN encoder-decoder modeling for image-to-text generation
• Built and trained as a full end-to-end deep learning system

Georgian Word Spellchecker

A Georgian word-level spellchecker built with a seq2seq encoder-decoder model for a low-resource NLP setting.

• Synthetic dataset generation and preprocessing from scratch
• Automatic word-level correction for Georgian text
• Custom inference workflow for a low-resource language task

Multi-Task Neural Network

A custom multi-headed neural network in PyTorch for simultaneous regression and classification on tabular data.

• Custom shared representation with task-specific heads
• Joint regression and classification training
• Measured efficiency gains over single-task baselines

AI-Integrated CV Maker

An AI-powered CV system that generates tailored resumes from user profiles and role requirements, from prompt design to final formatting.

• Job-specific CV tailoring using prompt workflows
• Automatic structuring and formatting of resume content
• Export-ready output for professional applications

AI Audio Pipeline

An automated pipeline for processing and analyzing audio data using AI-based techniques.