Cloud Application and Platform Lab @ NTU (cap-ntu)

Cloud Application and Platform Lab @ NTU

cap-ntu

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a leading research group in the area of cloud media computing, content delivery networks, datacenter architecture, and big data analytics

Home Page:http://cap.sce.ntu.edu.sg

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Cloud Application and Platform Lab @ NTU's repositories

ML-Model-CI

MLModelCI is a complete MLOps platform for managing, converting, profiling, and deploying MLaaS (Machine Learning-as-a-Service), bridging the gap between current ML training and serving systems.

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Video-to-Retail-Platform

An intelligent multimodal-learning based system for video, product and ads analysis. Based on the system, people can build a lot of downstream applications such as product recommendation, video retrieval, etc.

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baconian-project

Model-based Reinforcement Learning Framework

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FedReID

Implementation of Federated Learning to Person Re-identification (Code for ACMMM 2020 paper)

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Morph

A Fast and Scalable Cloud/Distributed Transcoding System

DeepQoE

DeepQoE: A unified framework for learning to predict video QoE (ICME2018 oral)

Cloud3DView

Data Centre Modeling and Management System

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Yubigo

Social TV ( tv box part)

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UniCAP

An Unified Computing Engine for Fast Data Processing

iTCM-Datasets

These datasets are collected for the GBIC project to conduct research about indoor human thermal comfort. The GBIC research project proposes to develop online thermal comfort models via a deep-learning approach and apply them to behavioral studies to drive “greener, smarter and healthier buildings” in the tropics (e.g., Singapore). Leveraging privacy-preserving data analytics over information acquired from smartphone crowdsourcing and in-situ wearables measurements, the project plans to develop and validate an integrative, economical and scalable thermal comfort management system.

HysiaDecode

provide a highly efficient and user-friendly video preprocessing library

Graphee

Big Graph Analysis Systems@CAP, NTU

autocomplete

code completion using neural network

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mlmodelci_mm_demo

Applications supported by MLModelCI, try it yourself!

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Ratatouille

Optimizing Network Performance for Large-Scale Distributed Machine Learning

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modelps_demo

Demonstration Page for ModelPS

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onnx

Open standard for machine learning interoperability

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