PinnedJavier Martínez OjedainTowards Data ScienceApplied Reinforcement Learning V: Normalized Advantage Function (NAF) for Continuous ControlIntroduction and explanation of the NAF algorithm, widely used in continuous control tasksJan 19, 2023Jan 19, 2023
PinnedJavier Martínez OjedainTowards Data ScienceApplied Reinforcement Learning IV: Implementation of DQNImplementation of the DQN algorithm, and application to OpenAI Gym’s CartPole-v1 environmentJan 10, 20233Jan 10, 20233
PinnedJavier Martínez OjedainTowards Data ScienceMulti-Task Learning for Classification with KerasLearn how to build a model capable of performing multiple image classifications concurrently with Multiple-Task LearningAug 14, 2022Aug 14, 2022
PinnedJavier Martínez OjedainTowards Data ScienceDigit Classification with Single-Layer PerceptronConstruction of a Single Layer Perceptron from scratch and application to the binary classification of digitsJun 30, 2022Jun 30, 2022
PinnedJavier Martínez OjedainTowards Data ScienceFeature Selection Using Genetic AlgorithmsLearn how GA work by applying it to the feature optimization processMay 29, 20222May 29, 20222
Javier Martínez OjedainTowards Data ScienceYOLO inference with Docker via APILearn how to orchestrate object detection inference via a REST API with DockerJul 191Jul 191
Javier Martínez OjedainTowards Data ScienceObject Detection: COCO and YOLO formats, and conversion between themLearn the structure of COCO and YOLO formats, and how to convert from one to another.Feb 11Feb 11
Javier Martínez OjedaRobot Localization with Total ProbabilityLocate a robot using statistical distributions that indicates the probability of the robot being at each state in the state spaceAug 1, 2023Aug 1, 2023
Javier Martínez OjedainTowards Data ScienceForward and Backward Mapping for Computer VisionForward Mapping and Backward Mapping applied to the transformation of imagesMay 25, 20231May 25, 20231
Javier Martínez OjedainTowards Data Science2D Matrix Transformations for Computer VisionScaling, rotation, and translation through transformation matrices for computer visionMay 23, 2023May 23, 2023