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Mariya Yao

Leading AI & Machine Learning Research Trends 2021

January 19, 2021 by Mariya Yao

AI research trends 2021

To help you stay well prepared for 2021, we have summarized the latest trends across different research areas, including natural language processing, conversational AI, computer vision, and reinforcement learning. We also suggest key research papers in different areas that we think are representative of the latest advances. Subscribe to our AI Research mailing list at the … [Read more...] about Leading AI & Machine Learning Research Trends 2021

2020’s Top AI & Machine Learning Research Papers

November 24, 2020 by Mariya Yao

machine learning papers

Despite the challenges of 2020, the AI research community produced a number of meaningful technical breakthroughs. GPT-3 by OpenAI may be the most famous, but there are definitely many other research papers worth your attention.  For example, teams from Google introduced a revolutionary chatbot, Meena, and EfficientDet object detectors in image recognition. Researchers … [Read more...] about 2020’s Top AI & Machine Learning Research Papers

GPT-3 & Beyond: 10 NLP Research Papers You Should Read

November 17, 2020 by Mariya Yao

nlp research papers

NLP research advances in 2020 are still dominated by large pre-trained language models, and specifically transformers. There were many interesting updates introduced this year that have made transformer architecture more efficient and applicable to long documents. Another hot topic relates to the evaluation of NLP models in different applications. We still lack evaluation … [Read more...] about GPT-3 & Beyond: 10 NLP Research Papers You Should Read

Novel Computer Vision Research Papers From 2020

November 10, 2020 by Mariya Yao

computer vision research

Will transformers revolutionize computer vision like they did with natural language processing?  That’s one of the major research questions investigated by computer vision scientists in 2020. The first results indicate that transformers achieve very promising results on image recognition tasks. Beyond transformers in vision applications, we also noticed a continuous … [Read more...] about Novel Computer Vision Research Papers From 2020

The Latest Breakthroughs in Conversational AI Agents

October 1, 2020 by Mariya Yao

open-domain chatbots

2020 is the breakthrough year for conversational agents. First, Google’s chatbot Meena and Facebook’s chatbot Blender demonstrated that dialog agents can achieve close to human-level performance in certain tasks. Then, OpenAI’s GPT-3 model made lots of people wonder whether Artificial General Intelligence (AGI) is already here. While we are still a long way off true AGI, … [Read more...] about The Latest Breakthroughs in Conversational AI Agents

The Essential Landscape of Enterprise AI Companies (2020)

September 8, 2020 by Mariya Yao

Enterprise AI companies

By our definition, "enterprise" technology companies create tools for workplace roles and functions that a large number of businesses use. Plenty of enterprise companies use combinations of automated data science, machine learning, and modern deep learning approaches for tasks like data preparation, predictive analytics, and process automation. Many are well-established … [Read more...] about The Essential Landscape of Enterprise AI Companies (2020)

3 NLP Interpretability Tools For Debugging Language Models

August 26, 2020 by Mariya Yao

Language Interpretability Tool

With constant advances and unprecedented performance on many NLP tasks, language models have gotten really complex and hard to debug. Researchers and engineers often can’t easily answer questions like:  Why did your model make that prediction?   Does your model have any algorithmic biases? What kind of data samples does your model perform poorly … [Read more...] about 3 NLP Interpretability Tools For Debugging Language Models

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

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

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