Saurabh Garg

Service Level Agreement(SLA) Based SaaS Cloud Management System

2015

Cloud computing has emerged as a new computing paradigm which has revolutionized the IT industry. It has particularly transformed the licensing of software products which are now being offered as a Service on pay-as-you-go basis. …

Running Industrial Workflow Applications in a Software-Defined Multicloud Environment Using Green Energy Aware Scheduling Algorithm

2020 · IEEE Transactions on Industrial Informatics

Industry 4.0 have automated the entire manufacturing sector (including technologies and processes) by adopting Internet of Things and cloud computing. To handle the workflows from Industrial Cyber-Physical systems, more and more data centers have been …

Leveraging Unlabeled Data to Predict Out-of-Distribution Performance

2022 · arXiv (Cornell University)

Real-world machine learning deployments are characterized by mismatches between the source (training) and target (test) distributions that may cause performance drops. In this work, we investigate methods for predicting the target domain accuracy using only …

Characterizing Datapoints via Second-Split Forgetting

2022 · arXiv (Cornell University)

Researchers investigating example hardness have increasingly focused on the dynamics by which neural networks learn and forget examples throughout training. Popular metrics derived from these dynamics include (i) the epoch at which examples are first …

Downstream Datasets Make Surprisingly Good Pretraining Corpora

2023

For most natural language processing tasks, the dominant practice is to finetune large pretrained transformer models (e.g., BERT) using smaller downstream datasets.Despite the success of this approach, it remains unclear to what extent these gainsare …