May 4, 2023
Greggory Elias
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How To Write Job Descriptions and Interview Questions With ChatGPT In the highly competitive HR industry, finding the right talent can be a challenging task. ChatGPT, an advanced AI language model, can help streamline the recruitment process and improve candidate screening. In this step-by-step guide, we will explore how to use ChatGPT to create a…
May 2, 2023
Greggory Elias
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How to Write a Cover Letter With ChatGPT In this guide, we’ll outline the process of creating a personalized cover letter using ChatGPT. By inputting specific information about the company and role you’re applying for, ChatGPT can help you generate a well-crafted, tailored cover letter that stands out to potential employers. (Note: All companies, people,…
December 29, 2020
Greggory Elias
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Tutorial: How to pre-train ELECTRA for Spanish from Scratch Originally published by Skim AI’s Machine Learning Researcher, Chris Tran. Introduction This article is on how pre-train ELECTRA, another member of the Transformer pre-training method family, for Spanish to achieve state-of-the-art results in Natural Language Processing benchmarks. It is Part III in a series on training…
December 28, 2020
Greggory Elias
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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 NER. It is Part II of III in a series on training custom BERT Language…
December 28, 2020
Greggory Elias
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 document while retaining its most important information, we need a model capable of accurately extracting the key points…
July 27, 2020
Greggory Elias
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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 documents that read like a human wrote them rely on Natural Language Generation (NLG) algorithms. NLG algorithms are…
April 29, 2020
Greggory Elias
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 have achieved state-of-the-art performance on most NLP tasks. However, because training them is computationally expensive, most currently available pretrained transformer models are only for English. Therefore,…
April 15, 2020
Greggory Elias
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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 Processing, especially the shift to transfer learning. Models like ELMo, fast.ai’s ULMFiT, Transformer and OpenAI’s GPT have allowed researchers to achieves…
March 20, 2020
Greggory Elias
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 for those who are in the business of gathering or analyzing large swaths…
December 5, 2019
Greggory Elias
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 because they enable them to sort and analyze the huge amounts of…