Stanford Seminar - Distributed Perception and Learning Between Robots and the Cloud
YouTube
60 Cours
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Aperçu
Université : Université de Stanford
Fournisseur : YouTube
Catégories : Cours d'apprentissage automatique, Cours d'apprentissage par renforcement, Cours d'apprentissage fédéré
Ce cours a pour but d'enseigner aux apprenants la perception et l'apprentissage distribués entre les robots et le cloud. Les résultats d'apprentissage incluent la compréhension des principaux défis de la robotique cloud, de l'inférence et de l'apprentissage distribués, ainsi que la précision et les coûts cachés associés aux réseaux neuronaux profonds des robots et du cloud.
Le cours couvre une gamme de sujets critiques tels que :
- Congestion du réseau
- Prise de décision de déchargement dans le cloud
- Apprentissage par renforcement
- Avantages de la spécialisation dans la correction des erreurs
La méthode d'enseignement implique la discussion de concepts théoriques, d'expériences pratiques et l'exploration d'applications réelles. Ce cours est destiné aux personnes intéressées par la robotique, l'informatique en nuage, l'intelligence artificielle et l'apprentissage automatique.