MY SERVICES
I excel in computer vision and natural language processing solutions for the business. I tackle artificial intelligence, machine learning, and standard image processing techniques to solve complex problems. I use data to analyze patterns, discover new opportunities, and automatize complex processes.
METHOD WISE:
Machine
Learning
Depening on the problem I use statistical algorithms like XGBoost or Naive Bayes or Deep Neural Networks. Usually, I take state-of-the-art neural networks and tailor them to the client's individual needs. I also use to mix different architectures and solutions to achieve the best results.
XAI
Usually Neural Networks are considered blackbox. However with the help of Explainable AI, we can verifying neural network predictions, build trust to the AI algorithm and gain insights into model underlying decisions. Whenever possible I use XAI to debug my dataset and the model.
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3D Analysis and Computer Graphics
More and more often 2D imagining is not enough. In this case, I'm happy to work with depth cameras, 3D reconstructions, LIDARs systems, and OpenGL. In this case, I use to combine algorithmic approach with AI power and 3D processing libra
PREVIOUS PROJECTS EXPERIENCE
Urban areas detection using satellite imagining
Based on the Landsat satellite data I managed a project about detecting urban areas in Dubai. I used standard image processing techniques to preprocess satellite RGB and infrared images and I applied SVM for analyzing and classifying urban and non-urban areas of Dubai. Monitoring urban areas is useful for cities management, sequirtity and environmental planning.
LATEST ARTICLES
Need more details? Contact me
I am here to assist. Contact me by phone, email or via social media channels.
mob: +48 696 087 030
email: krzechowski@gmail.com