Biography
PhD student interested in applying deep learning in practice. My current research revolves around the topic of breast cancer detection. Supervised by prof. Krzysztof Geras and dr. Stanisław Jastrzębski.
Interests
- Artificial Intelligence
- Computer Vision
- Medical Image Analysis
- Natural Language Processing
Education
PhD in Artificial Intelligence, 2017-
Jagiellonian University (col. with New York University)
Erasmus+ in Artificial Intelligence, 2016-2017
Universitat Politècnica de Catalunya
MS in Applied Mathematics, 2015-2017
Jagiellonian University
BSc in Mathematics, 2012-2015
Jagiellonian University
Publications
(2021).
Lessons from the first DBTex Challenge.
In Nature Machine Intelligence.
(2021).
Robust Learning-Augmented Caching: An Experimental Study.
In ICML.
(2021).
Weakly-supervised High-resolution Segmentation of Mammography Images for Breast Cancer Diagnosis.
In MIDL.
(2020).
From Dataset Recycling to Multi-Property Extraction and Beyond.
In CONLL.
Experience
Computer Vision Engineer
Responsibilities include:
- Implementing Deep Metric Learning approach to create a retail object detector
- Using synthetic data & domain adaptation to improve performance with a small amount of real data
- Staying up to date with the latest research, implementing most useful advancements
- Deploying our solution with the use of FastAPI, PostgresSQL, GCP, Pinecone & Docker
Research Assistant
Responsibilities included:
- Conducting research
- Conducting classes (NLP, probability and statistics)
Deep Learning Specialist
Responsibilities included:
- Conducting research on deep contextualized language models
- Improving semantic search of documents
- Implementing deep learning models that comprehend documents and answer questions about it
Deep Learning Engineer
Responsibilities included:
- Using SOTA instance segmentation models on medical images
- Tasks included segmenting keratinocytes and reticulocytes
Machine Learning Intern
Responsibilities included:
- CV: training SOTA object detection models
- RL: training quadrotor in simulation, testing in the real world