Telecommunications9 weeks
AI-Powered Network Anomaly & Security System
Client: NetGlobal Communications
Detect network congestion, failures, and security threats with streaming telemetry and ML.
The Challenge
NetGlobal Communications needed to proactively detect network congestion, hardware failures, and security threats (DDoS attacks) across a massive, distributed infrastructure. The challenge was to resolve potential outages before customers are affected.
Key Challenges:
- Proactively detect network congestion and hardware failures
- Identify security threats including DDoS attacks
- Monitor massive, distributed infrastructure
- Resolve potential outages before customer impact
Without proactive network monitoring, the company faced frequent outages, security breaches, poor customer experience, and high operational costs.
Our Solution
- Real-time anomaly detection system using streaming telemetry data
- Machine learning models identifying performance degradation
- Security incident detection flagging DDoS and other threats
- Automated mitigation protocols triggering response actions
- Integration with network devices for comprehensive monitoring
- Predictive analytics forecasting potential issues
Technology Stack
PyTorchIsolation ForestAutoencodersApache KafkaKubernetesPrometheus
Client Testimonial
"We now resolve 80% of potential outages before customers are affected."
— CTO, NetGlobal Communications