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
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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
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
A Comprehensive Beginner’s Guide To Machine Learning As A Service
What’s machine learning as a service or MLaaS? Machine learning as a service (MLaaS) refers to a number of services that offer machine learning tools as a part of cloud computing services. The main benefit of this solution is that customers can get started with machine learning applications quickly without installing specific software or provisioning their own servers. All … [Read more...] about A Comprehensive Beginner’s Guide To Machine Learning As A Service
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
Getting Started with Text Preprocessing for Machine Learning & NLP
Based on some recent conversations, I realized that text preprocessing is a severely overlooked topic. A few people I spoke to mentioned inconsistent results from their NLP applications only to realize that they were not preprocessing their text or were using the wrong kind of text preprocessing for their project. With that in mind, I thought of shedding some light around … [Read more...] about Getting Started with Text Preprocessing for Machine Learning & NLP
Top 7 Computer Vision Applications in Marketing
Computer vision (CV) has evolved tremendously over the years, adding exciting capabilities to the field of marketing. Using artificial intelligence and machine learning, this technology enables computers to gain a visual understanding of the world. Much like how people use their eyes and brains to make sense of their surroundings, computer vision can scan images and translate … [Read more...] about Top 7 Computer Vision Applications in Marketing
New Approaches For Leveraging NLP in Marketing & Advertising
Natural Language Processing (NLP) is one of the longest-standing areas of AI research. The idea of being able to speak to a computer and be understood, whether verbally or in writing, has been around for as long as the idea of artificial intelligence. These days, NLP has gone far beyond being merely a better input method - we’re able to use machine learning algorithms to … [Read more...] about New Approaches For Leveraging NLP in Marketing & Advertising