Pinned Repositories
Breast-Cancer-Ultrasound-Image-Segmentation-With-Attention-U-Net
An image segmentation problem completed with Attention U-Net network on breast ultrasound images.
Forecasting-Inflation-Rates-of-Poland
Recently inflation is a popular topic in Poland and is highest since 2001. Experts presume inflation in Poland should continue to rise, and by the end of 2021 it will be close to 8%. This notebook aims to develop a forecasting model for time series using Python.
Pneumonia-Recognition-With-Deep-Learning-and-TensorFlow
A binary classification using Convolution Neural Network (CNN, or ConvNet) model.
Predicting-Cryptocurrency-Stock-Prices-Using-Facebooks-Prophet
Crytpocurrencies are lately very trendy and a big subject to investment. Stock market prediction is the act of trying to determine the future value of an other financial instrument or company stock traded on a financial exchange. Time series predicting is one of most demanding object in machine learning on today's market.
Product-Recommendation-Engine-Based-on-Visual-Similarity
Deep learning image recognition based on visual similarity for e-commerce.
Sentiment-Analysis-on-Amazon-Reviews
A basic NLP project on musical instruments reviews on Amazon.
Spam-Detection-With-LSTM-Polish
Detecting spam (a typical binary classification problem) on Polish emails.
Stock-Price-Forecasting-With-Exogenous-Variables
Time series forecasting (close prices) with different estimators.
Visualizing-Earths-Climate-Change
Visualizing worldwide climate change with cartopy and xarray.
Visualizing-Lastest-USGS-Earthquakes
This notebook contains an introduction to the use of Python and cartopy to visualize data concerning earthquakes. We will first read a file with earthquake locations (latitudes, and longitudes), magnitudes in Richter scale, and depths, and other descriptors and then overlay it on a worldwide map.
msikorski93's Repositories
msikorski93/Forecasting-Inflation-Rates-of-Poland
Recently inflation is a popular topic in Poland and is highest since 2001. Experts presume inflation in Poland should continue to rise, and by the end of 2021 it will be close to 8%. This notebook aims to develop a forecasting model for time series using Python.
msikorski93/Pneumonia-Recognition-With-Deep-Learning-and-TensorFlow
A binary classification using Convolution Neural Network (CNN, or ConvNet) model.
msikorski93/Product-Recommendation-Engine-Based-on-Visual-Similarity
Deep learning image recognition based on visual similarity for e-commerce.
msikorski93/Sentiment-Analysis-on-Amazon-Reviews
A basic NLP project on musical instruments reviews on Amazon.
msikorski93/Visualizing-Earths-Climate-Change
Visualizing worldwide climate change with cartopy and xarray.
msikorski93/Breast-Cancer-Ultrasound-Image-Segmentation-With-Attention-U-Net
An image segmentation problem completed with Attention U-Net network on breast ultrasound images.
msikorski93/Spam-Detection-With-LSTM-Polish
Detecting spam (a typical binary classification problem) on Polish emails.
msikorski93/Stock-Price-Forecasting-With-Exogenous-Variables
Time series forecasting (close prices) with different estimators.
msikorski93/Visualizing-Lastest-USGS-Earthquakes
This notebook contains an introduction to the use of Python and cartopy to visualize data concerning earthquakes. We will first read a file with earthquake locations (latitudes, and longitudes), magnitudes in Richter scale, and depths, and other descriptors and then overlay it on a worldwide map.
msikorski93/A-New-Coefficient-of-Correlation
Demonstrating and testing a new approach for quantifying and identifying correlation.
msikorski93/Alzheimer-s-Disease-Classification
A multi classification using scikit-learn and TensorFlow models on MRI scans of patient's brains.
msikorski93/Asteroid-Impacts
This notebook aims to explore, summarize, and visualize potential future Earth collision events.
msikorski93/Breast-Cancer-Classifying
Identifying and assigning breast cancer diagnosis using machine learning methods, based on observations in WDBC dataset. All classifiers have been evaluated and performed well for this task.
msikorski93/Detecting-Outliers-in-a-Dataset
An example of improving data quality and identifying anomalies within a real-life dataset for master data management or data engineering.
msikorski93/Detecting-Panic-Disorder
Panic disorder detecting using machine learning techniques.
msikorski93/Heart-Failure-Prediction
The subject of this repository was to perform binary classification based on respondent's collected features (age, cholesterol level, fasting blood sugar, thallium stress test results, etc.).
msikorski93/LCLU-Classification-With-Machine-Learning
A land cover classification task performed with machine learning modelling on Sentinel-2 data for Gibraltar.
msikorski93/Linear-Regression-With-TensorFlow
Linear and polynomial regression solutions made from scratch using TensorFlow framework.
msikorski93/Logistic-Regression-Classifier-From-Scratch
Logistic regression created in Python for binary classification.
msikorski93/Meteorite-Landings
Basic data analysis focused mainly on visualizing geospatial data worldwide with cartopy.
msikorski93/msikorski93
Config files for my GitHub profile.
msikorski93/Persian-Digits-LeNet-5
Image recognition on Persian digits with LeNet-5 neural network.
msikorski93/Predicting-Prices-on-King-County-Housing-Dataset
Predicting house prices using different regression analysis models.
msikorski93/Protein-Tertiary-Structure
Performing a regression task for estimating residue size based on given physicochemical properties of protein tertiary structures (CASP 5-9).
msikorski93/Python-Maps
This repository contains thematic maps generated in Python.
msikorski93/Seed-Clustering
Performing basic clustering on a seeds dataset.
msikorski93/Semantic-Segmentation-of-Satellite-Images-With-U-Net
A semantic segmentation problem completed with U-Net convolutional neural network of urban aerial images taken in Dubai.
msikorski93/SQL-exercises
Solutions to tasks and exercises from different websites
msikorski93/US-Baby-Names
Exploratory data analysis for US baby names dataset with SQL
msikorski93/Wine-Data-Clustering
The goal of this notebook was to introduce and perform clustering algorithms on white wine dataset.