Amrita Saha | DeepAI

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∙ 04/10/2023

AI for IT Operations (AIOps) on Cloud Platforms: Reviews, Opportunities and Challenges

Artificial Intelligence for IT operations (AIOps) aims to combine the po...

7 Qian Cheng, et al. ∙

∙ 01/31/2023

LogAI: A Library for Log Analytics and Intelligence

Software and System logs record runtime information about processes exec...

0 Qian Cheng, et al. ∙

∙ 11/30/2022

Learning Label Modular Prompts for Text Classification in the Wild

Machine learning models usually assume i.i.d data during training and te...

0 Hailin Chen, et al. ∙

∙ 05/23/2022

Vector-Quantized Input-Contextualized Soft Prompts for Natural Language Understanding

Prompt Tuning (PT) has been largely successful as a parameter-efficient ...

5 Rishabh Bhardwaj, et al. ∙

∙ 04/21/2022

Mining Root Cause Knowledge from Cloud Service Incident Investigations for AIOps

Root Cause Analysis (RCA) of any service-disrupting incident is one of t...

0 Amrita Saha, et al. ∙

∙ 09/20/2021

Merlion: A Machine Learning Library for Time Series

We introduce Merlion, an open-source machine learning library for time s...

78 Aadyot Bhatnagar, et al. ∙

∙ 01/28/2021

Weakly Supervised Neuro-Symbolic Module Networks for Numerical Reasoning

Neural Module Networks (NMNs) have been quite successful in incorporatin...

6 Amrita Saha, et al. ∙

∙ 11/03/2019

Scene Graph based Image Retrieval – A case study on the CLEVR Dataset

With the prolification of multimodal interaction in various domains, rec...

0 Sahana Ramnath, et al. ∙

∙ 04/21/2018

DuoRC: Towards Complex Language Understanding with Paraphrased Reading Comprehension

We propose DuoRC, a novel dataset for Reading Comprehension (RC) that mo...

0 Amrita Saha, et al. ∙

∙ 01/31/2018

Complex Sequential Question Answering: Towards Learning to Converse Over Linked Question Answer Pairs with a Knowledge Graph

While conversing with chatbots, humans typically tend to ask many questi...

0 Amrita Saha, et al. ∙

∙ 04/01/2017

Multimodal Dialogs (MMD): A large-scale dataset for studying multimodal domain-aware conversations

While multimodal conversation agents are gaining importance in several d...

0 Amrita Saha, et al. ∙

∙ 06/15/2016

A Correlational Encoder Decoder Architecture for Pivot Based Sequence Generation

Interlingua based Machine Translation (MT) aims to encode multiple langu...

0 Amrita Saha, et al. ∙

∙ 12/01/2015

Taxonomy grounded aggregation of classifiers with different label sets

We describe the problem of aggregating the label predictions of diverse ...

0 Amrita Saha, et al. ∙

∙ 02/06/2014

An Autoencoder Approach to Learning Bilingual Word Representations

Cross-language learning allows us to use training data from one language...

0 Sarath Chandar A P, et al. ∙

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