From the course: AI for Telecom: Network Optimization and Security in 5G/Edge Systems
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AI and network automation
From the course: AI for Telecom: Network Optimization and Security in 5G/Edge Systems
AI and network automation
- [Instructor] In today's telecom world, speed is not enough. You need a network which can adapt itself to provide efficiency, reduce downtime, and it can improve the operational workflows as well to make telecom smarter. But let us understand why network automation matters. In today's telecom world, we face different challenges from network manual configurations to reactive issue resolution, and also we see downtime and service disruptions. The architecture we all know is a complex one and how AI can help in automation, it can help in predictive maintenance, self-healing, as well as real time decision making, which can help in automation. If we look at the key components which are involved, it all starts from machine learning, which can predict failures and automates optimization. We also have reinforcement learning, which can enable self-learning networks. We also see NLP, which can assist in troubleshooting. Then we also see computer vision and Gen AI with transformer models, which…