Agnieszka Mikołajczyk

PhD Candidate & Machine Learning Enthusiast

Gdańsk University of Technology

Biography

Author of scientific papers and publications interested in the issue of machine learning, explainable AI, image analysis as the way of improving people’s everyday life. A PhD student who cares about the further development and training opportunities within interests.

Interests

Explainable Artificial Intelligence
Image Analysis
Deep Learning

Education

PhD in Machine Learning, 2017 - 2021
Gdańsk University of Technology
MEng in Control Theory, 2016 - 2017
Gdańsk University of Technology
BSc in Automation Control and Robotics, 2012 - 2016
Gdańsk University of Technology

Projects

Detecting and Reducing Bias in Data

Currently, in contrast to shallow models exploited in the past, most deep learning systems extract features automatically, and to do …

Skin Lesion Classification

In the last twenty years the interest of automated skin lesion classification dynamically increased partially because of public …

Bird Song Classification

Sound-Based Bird Classification using Convolutional Neural Networks and Mel-Cepstrum Sepctrograms

Recent & Upcoming Talks

AI, Acoustics & Ornithology for sound-based bird classification

Have you ever wondered about the name of the bird you just heard singing? A group of women from local Polish chapter of Women in …

Feb 21, 2020 6:00 PM — 8:00 PM Grupa OLX Sp. z o.o.

Agnieszka Mikołajczyk

Introduction to Explainable AI: why should we understand AI decisions?

Is XAI really that important? Why should we try to explain our models’ predictions? A short introduction to explainable AI.

Jan 30, 2020 5:30 PM — 7:00 PM Gdańsk

Agnieszka Mikołajczyk

PDF Project Slides

Brief introduction to XAI

Brief introduction to visual local explainabiliy methods - Local Interpretable Model-Agnostic Explanations (LIME), Layer-wise Relevance …

Oct 12, 2019 6:00 PM — 7:30 PM Gdańsk University of Technology

Agnieszka Mikołajczyk

PDF Project Slides

Recent Publications

Michał Grochowski, Agnieszka Mikołajczyk, Arkadiusz Kwasigroch (2019). Diagnosis of malignant melanoma by neural network ensemble-based system utilising hand-crafted skin lesion features. Metrology and Measurement Systems.

Michał Grochowski, Michał Wąsowicz, Agnieszka Mikołajczyk, Mateusz Ficek, Marek Kulka, Maciej Wróbel, Małgorzata Jędrzejewska-Szczerska (2019). Machine learning system for automated blood smear analysis. Metrology and Measurement Systems.

Michał Grochowski, Arkadiusz Kwasigroch, Agnieszka Mikołajczyk (2019). Selected Technical Issues of Deep Neural Networks for Image Classification Purposes. Bulletin of the Polish Academy of Sciences: Technical Sciences.

See all publications