Atul Singh, PhD – Medium

Atul Singh, PhD

Atul Singh, PhD

Are we ready to use Artificial Intelligence (AI) as our next Doctor?

In the year 2371, in the Star Trek universe, the Doctor, an Emergency Medical Hologram, becomes the chief medical professional for the Star…

3 min readMar 12, 2023

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Are we ready to use Artificial Intelligence (AI) as our next Doctor?

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Atul Singh, PhD

Why Software Research Labs Fail?

Research labs are a significant investment by enterprises to delight existing customers, shape the future and unlock new growth streams…

3 min readAug 25, 2021

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Why Software Research Labs Fail?

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Atul Singh, PhD

Useful Research Papers for Applied Machine Learning Practitioners

AI-ML has benefitted from the extensive research on the subject fuelled by the business needs to optimize their processes. An AI-ML…

2 min readMay 28, 2021

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Useful Research Papers for Applied Machine Learning Practitioners

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Atul Singh, PhD

The Land of Goddess Danu

Even though separated by thousands of kilometre, the small island nation of Ireland shares old ties with India. Ireland provided the foot…

2 min readApr 9, 2021

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The Land of Goddess Danu

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Atul Singh, PhD

When God did a Creative Remix!!

This is about verses from Katha Upanishad which are repeated in Bhagwad Gita

3 min readFeb 26, 2021

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When God did a Creative Remix!!

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Atul Singh, PhD

Question Answering (Part 6): Using pre-trained BERT (Bidirectional Encoder Representations from…

In this article let us look at the architecture of a Question Answering system, and we can build one using a pre-trained Question Answer…

2 min readFeb 24, 2021

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Question Answering (Part 6): Using pre-trained BERT (Bidirectional Encoder Representations from…

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Atul Singh, PhD

Question Answering (Part 5): Using BERT (Bidirectional Encoder Representations from Transformers)…

In this article we will look at BERT (Bidirectional Encoder Representations from Transformers) a word embedding developed using…

4 min readJan 17, 2021

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Question Answering (Part 5): Using BERT (Bidirectional Encoder Representations from Transformers)…

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Atul Singh, PhD

Question Answering (Part 4): Transformers

In this article we will present a high level overview of attention, and transformers which form the building block of most modern Question…

5 min readJan 16, 2021

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Question Answering (Part 4): Transformers

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Atul Singh, PhD

Question Answering (Part 3): Datasets For Building Question Answer Models

In the previous post of this series (Part 2) we looked at a taxonomy for build Question Answering systems. We looked at information…

3 min readJan 15, 2021

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Question Answering (Part 3): Datasets For Building Question Answer Models

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Atul Singh, PhD

Question Answering (Part 2): Taxonomy and Comparison of Different Categories of Question Answering…

In the first part of this series we looked at how Question Answering systems can help organizations unlock the information available in…

4 min readJan 8, 2021

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Question Answering (Part 2): Taxonomy and Comparison of Different Categories of Question Answering…

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Atul Singh, PhD

Atul Singh, PhD

Data scientist, with extensive experience of design, development, and industrialization of AI/ML based solutions for finance, telecom, retail and healthcare.

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