Projects
Below is a selection of projects I have worked on or contributed to, spanning pet projects, professional work, personal initiatives, and university assignments:
LLAMA Experiments
2024-07-12 10:00:00 +0000
Pet project to study inference for LLAMA based models, implemented from scratch in PyTorch with different quantization strategies.
Deep Learning PyTorch LLM
Night of Museums Recommendations
2024-05-05 10:00:00 +0000
The Night of Museums is an annual event held in various Polish cities, where numerous museums and cultural institutions open their doors to the public, offering unique events. To optimize my time and ensure I attend the events that most appeal to me I used RAG to get personalized suggestions of events to visit.
Deep Learning LLM RAG LangChain
SIM Model Implementation
2022-05-06 10:00:00 +0000
Optimized re-implementation of Search-based Interest Model (SIM) in Tensorflow 2. The model supports features such as mixed precision training, Multi-GPU, XLA and many more, enabling efficient training industrial hardware.
Deep Learning RecSys NVIDIA Tensorflow
Datastream Changes Detection
2021-09-06 10:00:00 +0000
Implementation of datastream changes detection algorithm based on martingale testing. Approach was tested on both a synthetic and a real world pump cavitation dataset.
Machine Learning Time Series
Document Subjectivity
2021-07-22 10:00:00 +0000
Binary document subjectivity classification using sBERT document embedder on a small Italian newspapers articles dataset called SubjectivITA.
NLP PyTorch
SQuAD-QA
2021-04-22 10:00:00 +0000
Question answering on SQuAD 1.1 dataset by finetuning BERT models. Training is supported both on GPU and on Colab TPU.
NLP QA SQuAD PyTorch
LSA Topic Mining
2021-03-28 10:00:00 +0000
Mining latent topics using Latent Semantic Analysis algorithm on a newspapers headlines dataset.
NLP Topic Mining LSA
FPS Victory Bayesian Network
2020-07-02 10:00:00 +0000
Simple experiments using Bayesian Networks with discrete variables to predict a 1v1 match outcome in an FPS game.
Probabilistic Models
FaceGen-GAN
2020-06-28 10:00:00 +0000
Experimenting with conditional face generation using Generative Adversarial Networks.
Deep Learning GAN Tensorflow Keras
CovidRank
2020-05-25 10:00:00 +0000
Comparing different node relevance ranking algorithms on CORD-19 publications dataset to figure out what are the most relevant publications in virology field.
Scala Spark Ranking Algorithms
Bike Parking Optimization
2019-01-10 10:00:00 +0000
Constructing a discrete event simulation that simulated bike movements in urban area of Bologna, based on provided realistic mobility data.
Simulation Mobility GIS
Signal Maps
2018-06-09 10:00:00 +0000
Android application for monitoring and storing Wifi, UMTS and LTE signal power data.
Android Google API GIS