Work
LLM agents, deep learning and NLP, optimization, and IoT. Newest first.
- Open-source agent systemsRunning end-to-end multi-agent workflows on open-source frameworks, with a focus on reliability, remote access, and system design.Agents & LLMs
- Multi-Agent ResearchA multi-agent research system that plans topic investigations and routes tasks between researcher, writer, and editor agents.Agents & LLMs
- Tokenizer and LLM training studyClustering the token embeddings of GPT-2, Llama, and FastText, then using the clusters to reframe next-token prediction as next-multi-token prediction.Agents & LLMs
- WellnessBuddyAn AI wellness application that analyzes sleep patterns, detects anomalies, and gives personalized recommendations with a local LLM.Agents & LLMs
- ArtBuddyAn AI creative companion for graphic design. Multiple agents help you brainstorm ideas, find design inspiration, and refine creative concepts.Agents & LLMs
- LeetCode problems datasetA crawled dataset of LeetCode problems with starter code, plus an instruction-tuning version, published on Hugging Face.Data
- NeuralForgeA collection of worked problems across machine learning, computer vision, NLP, and LLMs.Deep learning & NLP
- ReadingAssistantA RAG-powered reading assistant: upload a PDF and ask questions about it in natural language.Agents & LLMs
- Blind source separationSeparating mixed MNIST images with U-Net and autoencoder-decoder architectures. U-Net reached an MSE of 0.00086.Deep learning & NLP
- Sexism detection with deep learning and LLMsBi-LSTM and Transformer classifiers versus prompted Mistral models on the EXIST dataset. The Transformer reached a test F1 of 0.83.Deep learning & NLP
- Multiple Courier PlanningA team project on the NP-hard multiple courier planning problem. I led the MiniZinc model; we compared 4 modeling approaches.Algorithms & optimization
- Search algorithms on the 8-puzzleA module of classic search algorithms (BFS, DFS, DLS, IDS, UCS, greedy, A*, and hill climbing), applied to the 8-puzzle by default.Algorithms & optimization
- Raspberry Pi IoTA complete IoT example project on a Raspberry Pi 4, using a DHT11 sensor, an ultrasonic sensor, a touch sensor, a camera, and a buzzer.Hardware & IoT
- Compression codecsFrom-scratch implementations of Huffman coding, LZW, and run-length encoding, with encoders and decoders.Algorithms & optimization