Pro-active fault detection in Cloud System using Machine Learning Algorithms like- Sparse Coding and Single label SVM
During, this period I tried re-implementing Fault Management in Map-Reduce through Early Detection of Anomalous Nodes” by Selvi Kadirvel, Jeffrey Ho, José A. B. Fortes. I monitored the heartbeat of the Hadoop cluster using Ganglia. Further, I created a Model and performed Single label SVM to classify the healthy nodes and recognize the anomalous nodes.
The complete project report for the same is available here.