Robotics: Vision Intelligence and Machine Learning
edX
22 Cours
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Aperçu
Embarquez dans un voyage captivant dans le royaume de la robotique avec le cours "Robotics: Vision Intelligence and Machine Learning", proposé par la prestigieuse Université de Pennsylvanie via edX. Ce cours passionnant explore en profondeur comment les robots perçoivent, interagissent avec, et apprennent de leur environnement à travers les merveilles de l'intelligence visuelle et de l'apprentissage automatique. Découvrez les secrets derrière la capacité d'un robot à sentir et reconnaître son environnement, et comment il peut apprendre de ses expériences passées en identifiant des modèles dans les données visuelles.
Acquérez une compréhension approfondie de la manière dont les algorithmes d'apprentissage automatique découvrent des motifs statistiquement significatifs qui facilitent des fonctions sophistiquées comme la classification, la régression, et le regroupement. La synergie entre la Vision par Ordinateur et l'Apprentissage Automatique est la pierre angulaire du développement d'algorithmes de reconnaissance avancés qui non seulement apprennent d'une pléthore de données mais s'adaptent aussi sans effort à de nouveaux paramètres.
À l'achèvement, vous serez compétent pour programmer les capacités de vision pour les robots, incluant des compétences cruciales comme la localisation et la reconnaissance d'objets alimentée par l'apprentissage automatique. Participez à des projets excitants utilisant MATLAB et OpenCV, en explorant des applications réelles telles que la stabilisation de vidéo, la reconnaissance d'objets 3D, le codage de classificateur d'objets, la construction de perceptron, et la création d'un réseau neuronal convolutif (CNN) avec un cadre CNN populaire.
Ce cours est un composant vital du programme MicroMasters en Robotique et s'adresse à ceux intéressés par les cours de Vision par Ordinateur et les cours d'Ingénierie. Enseigné par des experts dans le domaine, il promet de vous équiper des connaissances et des compétences nécessaires pour progresser dans le monde de la robotique et de l'apprentissage automatique.
Programme
Enseigné par
Jianbo Shi, Kostas Daniilidis and Dan Lee
Étiquettes
edX
edX
294 Cours
edX
Free Online Course (Audit)
English
12 weeks, 8-10 hours a week
On-Demand
Advanced
