Reinforcement learning (RL) continues to be less valuable for business applications than supervised learning, and even unsupervised learning. It is successfully applied only in areas where huge amounts of simulated data can be generated, like robotics and games. However, many experts recognize RL as a promising path towards Artificial General Intelligence (AGI), or true … [Read more...] about Breakthrough Research In Reinforcement Learning From 2019
Research Summaries
Top 12 AI Ethics Research Papers Introduced In 2019
As the importance of ethical considerations in AI applications is being recognized not only by ethicists and researchers but also by industry tech leaders, AI ethics research is moving from general definitions of fairness and bias to more in-depth analysis. The research papers introduced in 2019 define comprehensive terminology for communicating about ML fairness, go from … [Read more...] about Top 12 AI Ethics Research Papers Introduced In 2019
10 Cutting-Edge Research Papers In Computer Vision From 2019
UPDATE: We’ve also summarized the top 2020 Computer Vision research papers. Today we can see how computer vision (CV) systems are revolutionizing whole industries and business functions with successful applications in healthcare, security, transportation, retail, banking, agriculture, and more. In 2019, we saw lots of novel architectures and approaches that … [Read more...] about 10 Cutting-Edge Research Papers In Computer Vision From 2019
10 Important Research Papers In Conversational AI From 2019
Conversational AI is becoming an integral part of business practice across industries. More companies are adopting the advantages chatbots bring to customer service, sales, and marketing. Even though chatbots are becoming a “must-have” asset for leading businesses, their performance is still very far from human. Researchers from major research institutions and tech leaders … [Read more...] about 10 Important Research Papers In Conversational AI From 2019
What Are Major NLP Achievements & Papers From 2019?
UPDATE: We’ve also summarized the top 2020 NLP research papers. In 2018 we saw a number of landmark research breakthroughs in the field of natural language processing (NLP). The introduction of transfer learning and pretrained language models in NLP pushed forward the limits of language understanding and generation. These also dominated NLP progress this … [Read more...] about What Are Major NLP Achievements & Papers From 2019?
Top AI & Machine Learning Research Papers From 2019
UPDATE: We’ve also summarized the top 2020 AI & machine learning research papers. With the AI industry moving so quickly, it's difficult for ML practitioners to find the time to curate, analyze, and implement new research being published. To help you quickly get up to speed on the latest ML trends, we’re introducing our research series, in which we curate the … [Read more...] about Top AI & Machine Learning Research Papers From 2019
Top AI Research Advances For Machine Learning Infrastructure
As deep learning models become more and more popular in real-world business applications and training datasets grow very large, machine learning (ML) infrastructure is becoming a critical issue in many companies. To help you stay aware of the latest research advances in ML infrastructure, we’ve summarized some of the most important research papers recently introduced in this … [Read more...] about Top AI Research Advances For Machine Learning Infrastructure
Top NLP Research Papers With Business Applications From ACL 2019
This year’s annual meeting of the Association for Computational Linguistics (ACL 2019) was bigger than ever. Although the conference received 75% more submissions than last year, the quality of the research papers remained high, and so the acceptance rates are almost the same. It is becoming more and more challenging to keep track of the latest research advances in your area … [Read more...] about Top NLP Research Papers With Business Applications From ACL 2019
XLNet, ERNIE 2.0, And RoBERTa: What You Need To Know About New 2019 Transformer Models
Large pretrained language models are definitely the main trend of the latest research advances in natural language processing (NLP). While lots of AI experts agree with Anna Rogers’s statement that getting state-of-the-art results with just more data and computing power is not research news, other NLP opinion leaders also see some positive moments in the current trend. For … [Read more...] about XLNet, ERNIE 2.0, And RoBERTa: What You Need To Know About New 2019 Transformer Models
4 Cutting-Edge AI Techniques for Video Generation
It is no secret that algorithms today can generate very realistic deepfakes - images or videos that are totally fake but very hard to distinguish from the real ones. You can make Mark Zuckerberg talking about “one man with total control of billions of people stolen data” and the suspicion will come only because Mark is not likely to say these exact words while the video … [Read more...] about 4 Cutting-Edge AI Techniques for Video Generation