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Notes on the Runtime Complexity of Latin Hypercube Sampling
Exploring the runtime complexity of the Latin Hypercube Sampling (LHS) algorithm, this post investigates how computation time scales with the number of design points. By measuring runtimes, applying log-log transformations, and using weighted linear regression, we estimate the polynomial order of growth and provide practical insights into the expected performance of LHS for larger datasets.
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Implementing the Mahalanobis Distance in Python
A hands-on Jupyter Notebook implementation of the Mahalanobis distance in Python. Covers theory, multiple implementations (NumPy, JAX, TensorFlow, SciPy), benchmarking on low- and high-dimensional data, visualizations, and its connection to the Chi-square distribution for anomaly detection.
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Building Intelligent Agents for Connect-4: Tree Search Algorithms
Learn how the Alpha-Beta search algorithm optimizes Minimax for Connect-4 by pruning unnecessary branches, improving efficiency, and enabling stronger gameplay strategies.
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DIY IoT: Building a Smart Adapter Plug from Scratch with ESP8266-01 and MQTT
A DIY IoT project using the ESP8266-01 module to build a network-controlled adapter plug from scratch. This project demonstrates how to create connected devices with minimal hardware and effort using Wi-Fi and MQTT.
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Seychelles from Above: A Drone Journey Across Its Most Beautiful Beaches
Discover the Seychelles’ most stunning beaches from a new perspective. From the iconic Anse Source d’Argent on La Digue to the sweeping Anse Intendance on Mahé, these drone shots capture some of the islands’ breathtaking beauty.