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
Nick Pinckernell
Distinguished Engineer, Machine Learning
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 Generative AI 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
Amazon
