SylwiaNowakowska
A physicist with a Ph.D. in Nanoscience, an AI passionate. Focused on Deep Learning for healthcare.
Zurich, Switzerland
Pinned Repositories
diffusers
🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch and FLAX.
Convolutional_Neural_Networks_Ophthalmology
Ocular Disease Recognition from Fundus Photographs with CNN transfer learning.
Diffusion_Models_Medical_Imaging
Evaluation of general-purpose and fine-tuned diffusion models in the context of medical image generation.
Graph_Neural_Network_Drug_Discovery
Classification of molecules' ability to inhibit HIV with Graph Neural Networks (PyTorch Geometric) - work in progress.
Hippocampus_Segmentation_for_Alzheimer-s_Progression
U-Net algorithm for segmentation of Hippocampus from MRI brain scans for quantification of Alzheimer's Disease Progression.
Interactive_Data_Visualisation_of_Electronic_Sensors
Visualization of signals from metal oxide gas sensors, constituting "an electronic nose", in an interactive app written with the use of Python Bokeh library.
LLM_Fine_Tuning_Molecular_Properties
Fine-tuning of ChemBERTA LLMs to predict molecules' HIV inhibition replication.
Motion_Compensated_Pulse_Rate_Estimation
Algorithm determining pulse rate from a wearable equipped in photoplethysmogram (PPG) sensor and three-axis accelerometer (ACC) sensor.
Patient_Selection_for_Diabetes_Drug_Testing
Tensorflow regression neural network for predicting the length of patients' stay in a hospital, based on electronic health record (EHR) data.
Pneumonia_Detection_from_Chest_X_rays
Classification of chest X-rays as pneumonia positive or negative with the use of convolutional neural networks based on DenseNet121.
SylwiaNowakowska's Repositories
SylwiaNowakowska/LLM_Fine_Tuning_Molecular_Properties
Fine-tuning of ChemBERTA LLMs to predict molecules' HIV inhibition replication.
SylwiaNowakowska/Interactive_Data_Visualisation_of_Electronic_Sensors
Visualization of signals from metal oxide gas sensors, constituting "an electronic nose", in an interactive app written with the use of Python Bokeh library.
SylwiaNowakowska/Convolutional_Neural_Networks_Ophthalmology
Ocular Disease Recognition from Fundus Photographs with CNN transfer learning.
SylwiaNowakowska/Diffusion_Models_Medical_Imaging
Evaluation of general-purpose and fine-tuned diffusion models in the context of medical image generation.
SylwiaNowakowska/Graph_Neural_Network_Drug_Discovery
Classification of molecules' ability to inhibit HIV with Graph Neural Networks (PyTorch Geometric) - work in progress.
SylwiaNowakowska/Hippocampus_Segmentation_for_Alzheimer-s_Progression
U-Net algorithm for segmentation of Hippocampus from MRI brain scans for quantification of Alzheimer's Disease Progression.
SylwiaNowakowska/Motion_Compensated_Pulse_Rate_Estimation
Algorithm determining pulse rate from a wearable equipped in photoplethysmogram (PPG) sensor and three-axis accelerometer (ACC) sensor.
SylwiaNowakowska/Patient_Selection_for_Diabetes_Drug_Testing
Tensorflow regression neural network for predicting the length of patients' stay in a hospital, based on electronic health record (EHR) data.
SylwiaNowakowska/Pneumonia_Detection_from_Chest_X_rays
Classification of chest X-rays as pneumonia positive or negative with the use of convolutional neural networks based on DenseNet121.