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Research

8 Leading Language Models For NLP In 2020

June 15, 2020 by Mariya Yao

T5 pretrained language models

The introduction of transfer learning and pretrained language models in natural language processing (NLP) pushed forward the limits of language understanding and generation. Transfer learning and applying transformers to different downstream NLP tasks have become the main trend of the latest research advances.At the same time, there is a controversy in the NLP community … [Read more...] about 8 Leading Language Models For NLP In 2020

Reformer, Longformer, and ELECTRA: Key Updates To Transformer Architecture In 2020

June 2, 2020 by Mariya Yao

transformer updates 2020 - ELECTRA

The leading pre-trained language models demonstrate remarkable performance on different NLP tasks, making them a much-welcomed tool for a number of applications, including sentiment analysis, chatbots, text summarization, and so on. However, good performance usually comes at the cost of enormous computational resources that are not accessible by most researchers and business … [Read more...] about Reformer, Longformer, and ELECTRA: Key Updates To Transformer Architecture In 2020

The Highest-Trending Research Papers From CVPR 2020

May 19, 2020 by Mariya Yao

CVPR 2020 - ALAE

CVPR 2020 is yet another big AI conference that takes place 100% virtually this year. But regardless of the format, the conference still showcases the most interesting cutting-edge research ideas in computer vision and image generation.Here we’ve picked up the research papers that started trending within the AI research community months before their actual presentation at … [Read more...] about The Highest-Trending Research Papers From CVPR 2020

The Best NLP Papers From ICLR 2020

April 28, 2020 by Christina Kim

NLP papers ICLR 2020

I went through 687 papers that were accepted to ICLR 2020 virtual conference (out of 2594 submitted  -  up 63% since 2019!) and identified 9 papers with the potential to advance the use of deep learning NLP models in everyday use cases.Here are the papers found and why they matter.ELECTRA: Pre-training Text Encoders as Discriminators Rather Than GeneratorsKevin … [Read more...] about The Best NLP Papers From ICLR 2020

5 Ways To Leverage AI Research In Marketing & Advertising

April 23, 2020 by Mariya Yao

AI research for Marketing

Today, Artificial Intelligence (AI) can drive effective solutions to lots of marketing challenges. It can help you optimize your advertising budget, personalize your customers’ experience, suggest the most accurate attribution model, boost your marketing analytics, and even generate original brand content, including images and advertising slogans.However, AI is evolving so … [Read more...] about 5 Ways To Leverage AI Research In Marketing & Advertising

The Dark Secrets Of BERT

April 21, 2020 by Anna Rogers

BERT secrets

This blog post summarizes EMNLP 2019 paper Revealing the Dark Secrets of BERT by researchers from the Text Machine Lab at UMass Lowell:  Olga Kovaleva (LinkedIn), Alexey Romanov (LinkedIn), Anna Rogers (Twitter: @annargrs), and Anna Rumshisky (Twitter: @arumshisky).Here are the topics covered:A brief intro to … [Read more...] about The Dark Secrets Of BERT

Novel AI Approaches For Marketing & Advertising

March 19, 2020 by Mariya Yao

Image Synthesis - ImageGAN

Marketing and advertising are some of the functional areas where AI is expected to drive the most ROI for enterprises. Unfortunately, the industry is moving so fast that it's challenging for both marketers and technologists to keep up with all the research advances, much less apply them to pressing business problems.To help you stay aware of the state-of-the-art AI … [Read more...] about Novel AI Approaches For Marketing & Advertising

AI Approaches For Text Generation In Marketing & Advertising Use Cases

March 11, 2020 by Mariya Yao

text generation with AI

This research summary is part of our AI for Marketing series which covers the latest AI & machine learning approaches to 5 aspects of marketing automation:AttributionOptimizationPersonalizationAnalyticsContent Generation: ImagesContent Generation: VideosContent Generation: TextCan AI help you write high converting copy for your advertising and marketing … [Read more...] about AI Approaches For Text Generation In Marketing & Advertising Use Cases

Novel AI Methods For Video Generation for Marketing & Advertising

March 11, 2020 by Mariya Yao

video generation

This research summary is part of our AI for Marketing series which covers the latest AI & machine learning approaches to 5 aspects of marketing automation:AttributionOptimizationPersonalizationAnalyticsContent Generation: ImagesContent Generation: VideosContent Generation: TextAI algorithms can significantly increase the efficiency of the original content generation … [Read more...] about Novel AI Methods For Video Generation for Marketing & Advertising

New Ways To Leverage AI Image Synthesis For Marketing & Advertising Content

March 11, 2020 by Mariya Yao

image generation with AI

This research summary is part of our AI for Marketing series which covers the latest AI & machine learning approaches to 5 aspects of marketing automation:AttributionOptimizationPersonalizationAnalyticsContent Generation: ImagesContent Generation: VideosContent Generation: TextAfter Generative Adversarial Networks (GANs) were introduced by Ian Goodfellow in 2014, a … [Read more...] about New Ways To Leverage AI Image Synthesis For Marketing & Advertising Content

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