Causality-Based Instant Root Cause Analysis for Microservices Failure
- Automating the construction of micro-service dependencies by leveraging causal discovery techniques with multivariate time-series data to facilitate the swift identification of microservice failures
- Empowering site reliability engineers to make informed, data-driven decisions
- Understanding how to implement a causality-based instant RCA method in an AIOps platform to improve reliability
Jan Neumann
Senior Director, Applied AI Research
Comcast
Anomaly Detection in the Oracle Database Ecosystem Using Density Based Spatial Clustering
- Using density-based spatial clustering (DBSCAN) for anomaly detection
- Operationalizing DBSCAN ML techniques on database monitoring data
- Understanding how to manage and group your data across databases using standard monitoring techniques
Jim Prather
Lead Systems Engineer
Cox Communications
A Comprehensive Approach to Building GenAI Products
- A framework for understanding, evaluating, and integrating AI and GenAI into various software development operations and services
- Exploring the different classes of GenAI models, including open-source, open-weights, and proprietary models to enable effective utilization
- Synergies between GenAI and other AI technologies to unlock new possibilities for operations, network management, content analysis and generation, and enhancing the customer experience
Jennifer Andreoli-Fang
Senior Manager, North America Telecom, Service Providers Cloud Architecture
Amazon
