by Greggory Elias | Dec 28, 2020 | Enterprise AI, How to, LLMs / NLP
Tutorial: How to Fine-tune BERT for NER Originally published by Skim AI's Machine Learning Researcher, Chris Tran. Introduction This article is on how to fine-tune BERT for Named Entity Recognition (NER). Specifically, how to train a BERT variation, SpanBERTa, for...
by Greggory Elias | Dec 28, 2020 | Enterprise AI, How to, LLMs / NLP
Tutorial: How to Fine-Tune BERT for Extractive Summarization Originally published by Skim AI’s Machine Learning Researcher, Chris Tran 1. Introduction Summarization has long been a challenge in Natural Language Processing. To generate a short version of a...
by Greggory Elias | Dec 28, 2020 | Enterprise AI, How to, LLMs / NLP
Named Entity Recognition with Transformers IntroductionPermalink Part I: How We Trained RoBERTa Language Model for Spanish from Scratch In my previous blog post, we discussed how we pretrained SpanBERTa, a transformer language model for Spanish, on a big corpus from...
by Greggory Elias | Dec 11, 2020 | Enterprise AI, LLMs / NLP, Project Management
8 Ways News & Content Companies use A.I. to Save Money and Improve UX The best way to understand the impact of technology is to understand the specifics, examples of how to actually apply technology to solve current problems. The following are 8 common AI...
by Greggory Elias | Dec 9, 2020 | Enterprise AI, LLMs / NLP, Project Management
6 Problems AI is Good At Solving Over 85% of data science projects fail to go beyond testing and into production. If everyone is starting a Machine Learning / Artificial Intelligence project, where is it going wrong? With this post it should help you to focus on the...
by Greggory Elias | Jul 27, 2020 | LLMs / NLP, Project Management
Natural Language Generation and Its Business Applications Natural Language Generation (NLG) As a continued exploration of AI Authors and Robot-Generated news, it is worthwhile to explore some of the technology driving these algorithms. AI designed to generate...
by Greggory Elias | Apr 29, 2020 | How to, LLMs / NLP
SpanBERTa: How We Trained RoBERTa Language Model for Spanish from Scratch Originally published by Skim AI’s Machine Learning Research Intern, Chris Tran. spanberta_pretraining_bert_from_scratch Introduction¶ Self-training methods with transformer models...
by Greggory Elias | Apr 15, 2020 | How to, LLMs / NLP
Tutorial: Fine tuning BERT for Sentiment Analysis Originally published by Skim AI’s Machine Learning Researcher, Chris Tran. BERT_for_Sentiment_Analysis A – Introduction¶ In recent years the NLP community has seen many breakthoughs in Natural Language...
by Greggory Elias | Mar 20, 2020 | Enterprise AI, LLMs / NLP, Project Management
10 Questions to Ask Before Starting a Machine Learning Project Over 80% of data science projects fail to go beyond testing and into production. If everyone is starting a machine learning project, where is it going wrong? Undoubtedly, ML solutions increase efficiencies...
by Greggory Elias | Feb 10, 2020 | How to
How to use Skim AI in your research process It’s very likely that your organization’s current methods for managing the research process, the data collected from it and the content produced as a result are coming up short. Tools like Google Drive, Evernote, and...
by Greggory Elias | Jan 30, 2020 | Enterprise AI, LLMs / NLP
The new wave in journalism – robot writers? So, how prevalent are robot reporters? What dangers do robot reports pose? What is the likelihood that the article you are reading wasn’t written by a human? A 2015 report stated the AP was generating about 3,000...
by Greggory Elias | Jan 6, 2020 | Uncategorized
As our community of users grows, our team has taken time to listened to what you need to continue helping you optimize your efforts. With v3.0 of Skim AI, we’ve improved design, extended search functionality and made it even easier to skim your own files....
by Greggory Elias | Dec 5, 2019 | Enterprise AI, LLMs / NLP, Project Management
Topic Modeling for Product Managers What is Topic Modeling? Topic modeling is a type of natural language processing (NLP) used to find “topics,” or commonly occurring words or groups of words, within a set of documents. Topic models are critical to product managers...
by Greggory Elias | Nov 11, 2019 | LLMs / NLP, Project Management
10 Best Practices for Storing Labeled Data You just had your big idea. You read a lot, and you thought it would be interesting to have a classifier that labels a speaker’s tone and determines their political affiliation. How would you begin to break down the problem...
by Greggory Elias | Nov 6, 2019 | LLMs / NLP, Project Management
What You Should Know Before You Select aSentiment Analysis Dataset Why do you need a sentiment analysis dataset for training?Sentiment models are a type of natural language processing (NLP) algorithm that determines the polarity of a piece of text. That is, a...
by Greggory Elias | Oct 23, 2019 | LLMs / NLP
Are We Really Making Progress on Neural Recommendation Approaches? A summary of Maurizio Ferrari Dacrema, et al.’s Recent Article at RecSys 2019 Neural Recommendation AlgorithmsRecommendation algorithms have become ubiquitous across commercial fields, from the Amazon...
by Greggory Elias | Sep 18, 2019 | Uncategorized
One tool for (all) researchers It’s common practice to classify things into different categories to simplify a concept or a problem. But how often does that classification lead us to apply our predisposed notions of one category on the overall concept? For...
by Greggory Elias | Sep 10, 2019 | LLMs / NLP
Searching for top 20% facts We all know that there’s an infinite amount of data on the internet for essentially any topic. Don’t believe me? Let’s test it. It took Google 0.46 seconds to give me 460 MILLION results for “multi-label text classification.” You get the... 
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