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
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An Ultimate Guide To Transfer Learning In NLP
Natural language processing is a powerful tool, but in real-world we often come across tasks which suffer from data deficit and poor model generalisation. Transfer learning solved this problem by allowing us to take a pre-trained model of a task and use it for others.Today, transfer learning is at the heart of language models like Embeddings from Language … [Read more...] about An Ultimate Guide To Transfer Learning In NLP
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
TOPBOTS Guide To NeurIPS 2019
This year’s Annual Conference on Neural Information Processing (NeurIPS 2019) will be held in Vancouver, Canada from December 8th to 14th, 2019. The popularity of this conference is growing rapidly, with the number of submitted papers getting to the record-breaking number of 6743, almost 40% more than last year.The TOPBOTS team is also going to NeurIPS again this year. To … [Read more...] about TOPBOTS Guide To NeurIPS 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 further … [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 key AI … [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
Productionizing NLP Models
Problem statement 💰Lately, I have been consolidating my experiences of working in different ML projects. I will tell this story from the lens of my recent NLP project to classify phrases into categories — A multiclass single label problem.Team structure 👪Making AI teams is quite tricky. If you don’t have the skillsets inside your company, you have to plan … [Read more...] about Productionizing NLP Models