1. INFERALL: COORDINATED OPTIMIZATION FOR MACHINE LEARNING INFERENCE SERVING IN PUBLIC CLOUD Open Access Author: Kumar, Pramod Title: INFERALL: COORDINATED OPTIMIZATION FOR MACHINE LEARNING INFERENCE SERVING IN PUBLIC CLOUD Graduate Program: Computer Science and Engineering Keywords: ML Inference systemMachine learning in public cloudMachine-learning-as-a-service (MLaaS)InferenceServingBatchingCloudServerlessService Level Objective (SLO)Cost-effectiveOptimizationModelingPredictionMachine learning inference File: Download Pramod_Kumar_Thesis.pdf Committee Members: Chitaranjan Das, Thesis Advisor/Co-AdvisorMahmut Taylan Kandemir, Committee MemberChitaranjan Das, Program Head/ChairBhuvan Urgaonkar, Committee Member
2. Improved Facial Expression Recognition Using Noisy Student Training and Synthetic Data Generation Open Access Author: Kumar, Vikas Title: Improved Facial Expression Recognition Using Noisy Student Training and Synthetic Data Generation Graduate Program: Computer Science and Engineering (MS) Keywords: Facial expression recognitionstudent-teacher networksemisupervised learningmulti-level attentionFacial expression recognition student-teacher networksemisupervised learning multi-level attentionfacial expression recognitionunsupervised learningstudent teacher networkmachine learningdeep learningGANCNN File: Download Thesis.pdf Committee Members: Chitaranjan Das, Program Head/ChairDaniel Kifer, Thesis Advisor/Co-AdvisorC Lee Giles, Committee Member
