Raja Mitra
3,870 followers -
Infocomm Pro, Corp. Manager & Leader,, Entrepreneur with Asia-Pacific experience.
Infocomm Pro, Corp. Manager & Leader,, Entrepreneur with Asia-Pacific experience.
3,870 followers
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The various approaches for development of AI & NLP.
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Automated machine learning assimilates 100x faster compared to human data scientists.
Auto Tune Models
The scarcity in data scientists makes it logical that automation of choosing and applying algorithms will become important. Auto Tune Models as described in the attached blog are a good example. But what does it mean for the explainability ? If we let an algorithm choose our algorithm that could become difficult. Also automation will lead to a situation where even less people have a clue about how algorithms and machine learning work.
The scarcity in data scientists makes it logical that automation of choosing and applying algorithms will become important. Auto Tune Models as described in the attached blog are a good example. But what does it mean for the explainability ? If we let an algorithm choose our algorithm that could become difficult. Also automation will lead to a situation where even less people have a clue about how algorithms and machine learning work.
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Deep learning in the domain of Natural Language Processing (NLP)
Deep Learning for NLP, advancements and trends in 2017
Over the past few years, Deep Learning (DL) architectures and algorithms have made impressive advances in fields such as image recognition and speech processing. Their application to Natural Language Processing (NLP) was less impressive at first, but has now proven to make significant contributions, yielding state-of-the-art results for some common NLP tasks. Named entity recognition (NER), part of speech (POS) tagging or sentiment analysis are some of the problems where neural network models have outperformed traditional approaches. The progress in machine translation is perhaps the most remarkable among all. In this article I will go through some advancements for NLP in 2017 that rely on DL techniques. I do not pretend to be exhaustive: it would simply be impossible given the vast amount of scientific papers, frameworks and tools available. I just want to share with you some of the works that I liked the most this year. I think 2017 has been a great year for our field. The use of DL in NLP keeps widening, yielding amazing results in some cases, and all signs point to the fact that this trend will not stop.
Over the past few years, Deep Learning (DL) architectures and algorithms have made impressive advances in fields such as image recognition and speech processing. Their application to Natural Language Processing (NLP) was less impressive at first, but has now proven to make significant contributions, yielding state-of-the-art results for some common NLP tasks. Named entity recognition (NER), part of speech (POS) tagging or sentiment analysis are some of the problems where neural network models have outperformed traditional approaches. The progress in machine translation is perhaps the most remarkable among all. In this article I will go through some advancements for NLP in 2017 that rely on DL techniques. I do not pretend to be exhaustive: it would simply be impossible given the vast amount of scientific papers, frameworks and tools available. I just want to share with you some of the works that I liked the most this year. I think 2017 has been a great year for our field. The use of DL in NLP keeps widening, yielding amazing results in some cases, and all signs point to the fact that this trend will not stop.
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The astonishing leap.
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The Swedish co-founder of Bitcoin has sold all his Bitcoins because he considers them 'as good as useless'
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India needs to decide whether it wants someone with Rahul Gandhi's profile to guide it in the 3rd decade of the 21st century or it would prefer a man whose background is mostly dubious & faked and who specializes in spreading hate, divisiveness and making empty promises which are never fulfilled. That is, when he is not campaigning for some election or the other or going off on royal style, all-expenses paid foreign jaunts.
Rahul Gandhi has an opportunity now of scripting a new narrative for India's future if only he avoids walking into the current dispensation's religion trap.
He can't compete with the Hindutva brigade whose unstated agenda of marginalising nearly 15 per cent of the population panders to the lumpen multitude.
But the new Congress president can and must capitalise on representing the face of a dynamic new future.
He epitomises modernity without needing to bellow 'Digital India' to prove he is modern.
Education in international relations and development studies at prestigious British and American institutions has broadened his world view.
Management consultancy and technology outsourcing experience in London and Mumbai brings familiarity with the latest business culture.
Sunanda K Datta-Ray profiles the new president of India's oldest political party, the Congress.
Rahul Gandhi has an opportunity now of scripting a new narrative for India's future if only he avoids walking into the current dispensation's religion trap.
He can't compete with the Hindutva brigade whose unstated agenda of marginalising nearly 15 per cent of the population panders to the lumpen multitude.
But the new Congress president can and must capitalise on representing the face of a dynamic new future.
He epitomises modernity without needing to bellow 'Digital India' to prove he is modern.
Education in international relations and development studies at prestigious British and American institutions has broadened his world view.
Management consultancy and technology outsourcing experience in London and Mumbai brings familiarity with the latest business culture.
Sunanda K Datta-Ray profiles the new president of India's oldest political party, the Congress.
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Play misty for me this morning.
19/12/2017
2 Photos - View album
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Dear deer .....
Reh / Wildlife
Canon 450d / 40 mm
Canon 450d / 40 mm
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Paris Metro
Metro Paris
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Portrait B&W
"Untitled" by photopaliy
Follow this photographer: https://hubs.ly/H09mS_C0
#500px #portrait #photography
Follow this photographer: https://hubs.ly/H09mS_C0
#500px #portrait #photography
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