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