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Saarthi: An End-to-End Intelligent Platform for Optimising Distributed Serverless Workloads
Siddharth Agarwal, Maria A. Rodriguez, Rajkumar Buyya
FaaS offers significant advantages with its infrastructure abstraction, on-demand execution, and attractive no idle resource pricing for modern cloud applications. Despite these be…
On-demand Cold Start Frequency Reduction with Off-Policy Reinforcement Learning in Serverless Computing
Siddharth Agarwal, Maria A. Rodriguez, Rajkumar Buyya
Function-as-a-Service (FaaS) is a cloud computing paradigm offering an event-driven execution model to applications. It features serverless attributes by eliminating resource manag…
Input-Based Ensemble-Learning Method for Dynamic Memory Configuration of Serverless Computing Functions
Siddharth Agarwal, Maria A. Rodriguez, Rajkumar Buyya
In today's Function-as-a-Service offerings, a programmer is usually responsible for configuring function memory for its successful execution, which allocates proportional function…
A Deep Recurrent-Reinforcement Learning Method for Intelligent AutoScaling of Serverless Functions
Siddharth Agarwal, Maria A. Rodriguez, Rajkumar Buyya
FaaS introduces a lightweight, function-based cloud execution model that finds its relevance in a range of applications like IoT-edge data processing and anomaly detection. While c…