Mahmut’s Blog

HoopVision

Computer Vision

Deep Learning

MLOps

Project

A full computer vision basketball analytics system powered by YOLOv12, ByteTrack, SuperPoint/LightGlue, FastAPI, MongoDB, MinIO, Prometheus, and Grafana to turn raw basketball broadcast footage into rich spatial analytics and visualized insights.

Mahmut Osmanovic

MARL in Swarm Robotics

Reinforcement Learning

Deep Learning

Project

A post on how multi-agent reinforcement learning is advancing swarm robotics for search and rescue, highlighting key findings on collaboration, adaptability, and the challenges posed by realistic, communication-limited, dynamic environments.

Mahmut Osmanovic

On Probabilities

Probability

Ontology

Axioms

When are Probabilities Meaningful? What are Probabilities? How ought we to Interpret Probabilities?

Mahmut Osmanovic

Pest Outbrakes

AI

Project

Regression

Predicting crop pest outbreaks across Sweden using machine learning, where several models were trained and evaluated, and HistGradientBoosting Regressor was the best performing model.

Mahmut Osmanovic

Dynamic Color Detection System

OpenCV

Computer Vision

Project

Real-Time Object Recognition Using HSV Color Space and OpenCV

Mahmut Osmanovic

OpenCV Fundamentals

OpenCV

Image Processing

Tutorial

This is a straight-to-the-point tutorial. Guides users through the fundamentals of image processing in OpenCV.

Mahmut Osmanovic

ML and Organizational Transformation

Machine Learning

Economics

Organizational Transformation

Exploring the role of machine learning in enhancing decision-making processes and driving organizational change

Mahmut Osmanovic

PRISM: AI-Powered Medication Decision Support

AI

Knowledge Representation

Healthcare

Semantic Web

Project

Enhancing Medical Decision-Making with Knowledge Graphs and AI

Mahmut Osmanovic

Predicting ETA in Logistics

AI

Data Science

Logistics

Predictive Analytics

Project

Leveraging Predictive Modelling for Smarter Freight Booking Decisions

Mahmut Osmanovic

The Problem of the Jealous Husbands

ASP

Project

Solving the Jealous Husband Problem with Answer Set Programming (ASP)

Mahmut Osmanovic

Solving the N-Queens Problem with Evolutionary Algorithms

AI

Project

Evolutionary Computation

Exploring how genetic algorithms can tackle combinatorial challenges.

Mahmut Osmanovic

Predicting Protein Structure

AI

Project

Deep Learning

Biology

Understanding proteins, predicting their structures with AlphaFold2 and visualizing them in ChimeraX.

Mahmut Osmanovic

Long Short-term Memory

AI

Deep Learning

Study

Understanding LSTMs: An Intution based Guide

Mahmut Osmanovic

Similarity Search with Language Embeddings

AI

Deep Learning

NLP

Project

Study

Implementing DistilBERT embeddings, Faiss, and Pinecone for effective semantic search and retrieval

Mahmut Osmanovic

Transformers

AI

Deep Learning

NLP

Study

Understanding Transformers: The Magic Behind Modern AI

Mahmut Osmanovic

Kullback–Leibler divergence

AI

Data Science

Statistics

Deep Learning

Study

Understanding KL-divergence and its Application

Mahmut Osmanovic

Backpropagation

AI

Machine Learning

Deep Learning

Study

Understanding the Backpropagation Algorithm and Implementation in PyTorch

Mahmut Osmanovic

Internship at Qulturum

Data Science

Healthcare

Biology

Project

Key Projects, Skills Gained and Lessons Learned during Data Science Internship

Mahmut Osmanovic

Linear Regression

AI

Machine Learning

Study

Linear Regression - Derivation & Implementation

Mahmut Osmanovic

The Perceptron Learning Algorithm

AI

Deep Learning

Study

Rosenblatt Perceptron

Mahmut Osmanovic