Archives for NLP - Page 15
Google recently introduced a Natural Language Processing (NLP) benchmark – known as Xtreme – to encourage developments of multilingual AI models. It is a massively multilingual multi-task benchmark for evaluating cross-lingual generalization in NLP models. Building an NLP system, which not only works in English but in all 6,900+ languages, is more complicated than it…
The post Google Releases Xtreme To Induce Development of Multilingual AI Models appeared first on Analytics India Magazine.
With the advent of transformer-based machine translation models, researchers have been successful in implementing state-of-the-art performance in natural language processing (NLP). In 2018, Google open-sourced its groundbreaking state-of-the-art technique for NLP pre-training called Bidirectional Encoder Representations from Transformers, or BERT. With the help of this model, one can train their state-of-the-art NLP model in a…
The post BERT Is So Popular That Google Have To Release A Website To Collate All Developments appeared first on Analytics India Magazine.
Top 7 Free NLP Books To Read
Natural Language Programming or NLP has enabled computers to interpret human language that has further opened doors to new innovation. Due to this very reason, the interest to learn more about the subject has increased in recent years, and as they say, books are the best place to gather knowledge from. But when it comes…
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When OpenAI released its GPT model, it had 1.5 billion parameters and made it the biggest model back then. It was soon eclipsed by NVIDIA’s Megatron, which had 8 billion parameters. Last month Microsoft released the world’s largest language model Turing NLG that has 17 billion parameters. In terms of hardware, any model with more…
The post Are Larger Models Better For Compression appeared first on Analytics India Magazine.
The ability of natural language in machines, so far, has been elusive. However, the last couple of years, at least since the advent of Google’s BERT model, there has been tremendous innovation in this space. With NVIDIA and Microsoft releasing mega models with tens of millions of parameters, it is safe to say that we…
The post Top 8 Baselines For NLP Models appeared first on Analytics India Magazine.
Over these few years, large pre-trained models such as BERT, ELMo, XLNet, among others, have brought significant improvements on almost every natural language processing (NLP) tasks in organisations. Microsoft has been doing a lot of research around natural language processing (NLP) and natural language understanding (NLU) for a few years now. The Natural Language Processing…
The post Microsoft Introduces First Bimodal Pre-Trained Model for Natural Language Generation appeared first on Analytics India Magazine.
The year 2019 was an excellent year for the developers, as almost all industry leaders open-sourced their machine learning tool kits. Open-sourcing not only help the users but also helps the tool itself as developers can contribute and add customisations that serve few complex applications. The benefit is mutual and also helps in accelerating the…
The post Top NLP Open Source Projects For Developers In 2020 appeared first on Analytics India Magazine.
In the past few years, we have seen tremendous improvements in the ability of machines to deal with Natural Language. We saw algorithms breaking the state-of-the-art one after the other on a variety of language-specific tasks, all thanks to transformers. In this article, we will discuss and implement transformers in the simplest way possible using…
The post Transformers Simplified: A Hands-On Intro To Text Classification Using Simple Transformers appeared first on Analytics India Magazine.
Popular messenger service Hike has been working on various innovations within the platform. Ever since it came into existence, the platform has acquired more than 100 million users and given the company enough impetus to keep improving their product. The company’s CEO Kavin Bharti Mittal earlier this year has announced an enhanced focus on the…
The post How Hike Is Using NLP-Based Stickers To Help Users Express Themselves In Indian Languages appeared first on Analytics India Magazine.
In the ever-changing data science landscape, skillset evolves as new tools and techniques surface. Based on the trends, data scientists should focus on emerging and most in-demand skills to stay abreast of the changing needs. Although data scientists possess several skills, they utilise only a handful of them due to the current requirements. This makes…
The post 5 Latest Data Science Skills That Are On A Rise In 2019 appeared first on Analytics India Magazine.