Prosanjit Gupta

Hybrid Transformer–LSTM Forecasting and PPO-Based Intelligent Kubernetes Auto-Scaling Framework for Cloud Data Science Pipelines Using Predictive Workload Analytics and Multi-Objective Performance Optimization

With the rise of cloud-native data science pipelines, dynamic infrastructure is needed to cope with the variable nature of AI/ML workloads, however, traditional auto-scalers based on Kubernetes use reactive threshold mechanisms leading to inefficient resource utilization and service level agreement (SLA) violations. In...