Deep and Reinforcement Learning in 5G and 6G 2022-01-08

preview_player
Показать описание
The next generation of wireless networks, also known as Beyond 5G and 6G, will need a very high level of automation. This is both because of the increased complexity, and also thanks to the availability of more data, advanced Machine Learning (ML) algorithms, and strong processing
capabilities. When it comes to the automation of networks, intelligent control algorithms that allow turning the knobs and optimizing system parameters become essential. Reinforcement learning and deep reinforcement learning algorithms have shown great success in other areas in AI and ML. This talk, provided an overview of the state-of-art reinforcement and deep reinforcement learning algorithms and their applications to wireless networks, in addition to their challenges and the open issues in terms of their applicability to various functions of future wireless networks.
  1. IEEE ComSoc Bangalore Chapter
Рекомендации по теме
Deep Reinforcement Learning: 0:21:15

Deep Reinforcement Learning: Neural Networks for Learning Control Laws

MIT 6.S091: Introduction 1:07:30

MIT 6.S091: Introduction to Deep Reinforcement Learning (Deep RL)

Deep Reinforcement Learning 0:20:56

Deep Reinforcement Learning Tutorial for Python in 20 Minutes

Overview of Deep 0:24:50

Overview of Deep Reinforcement Learning Methods

A friendly introduction 0:36:26

A friendly introduction to deep reinforcement learning, Q-networks and policy gradients

AI Learns to 0:08:40

AI Learns to Walk (deep reinforcement learning)

AI Learns to 0:12:00

AI Learns to Use Stairs (deep reinforcement learning)

Reinforcement Learning: Crash 0:11:28

Reinforcement Learning: Crash Course AI #9

DevFest24 - Introduction 0:52:09

DevFest24 - Introduction to Reinforcement Learning - Nazim Bendib

Reinforcement Learning Basics 0:02:28

Reinforcement Learning Basics

AI Olympics (multi-agent 0:11:13

AI Olympics (multi-agent reinforcement learning)

I Made 1.000 0:11:50

I Made 1.000 A.I Warriors FIGHT... (Deep Reinforcement Learning)

Deep Q-Learning - 0:10:50

Deep Q-Learning - Combining Neural Networks and Reinforcement Learning

Reinforcement Learning from 0:08:25

Reinforcement Learning from scratch

AI Learns to 0:08:18

AI Learns to Escape (deep reinforcement learning)

MIT 6.S191: Reinforcement 1:00:19

MIT 6.S191: Reinforcement Learning

AI Learns to 0:14:11

AI Learns to Escape (deep reinforcement learning)

Introduction to Reinforcement 0:08:56

Introduction to Reinforcement Learning | Scope of Reinforcement Learning by Mahesh Huddar

Deep Q-Learning/Deep Q-Network 0:34:05

Deep Q-Learning/Deep Q-Network (DQN) Explained | Python Pytorch Deep Reinforcement Learning

AI Learns to 0:11:05

AI Learns to Park - Deep Reinforcement Learning

Deep Reinforcement Learning 0:17:35

Deep Reinforcement Learning for Fluid Dynamics and Control

MIT 6.S094: Deep 1:27:30

MIT 6.S094: Deep Reinforcement Learning for Motion Planning

An introduction to 0:19:50

An introduction to Policy Gradient methods - Deep Reinforcement Learning

I Made 1000 0:13:45

I Made 1000 A.I. Musketeers FIGHT... (Deep Reinforcement Learning)