Часто, когда заказчики обращаются ко мне с просьбой провести анализ их продукта на основе НЛП, они задают один и тот же вопрос:«Какая тема чаще всего встречается в этих документах?»Мне пришлось отказаться от каких-либо категорий или ярлыков и обратиться к методам спонтанного обучения для извлечения этих тем, а именно к тематическому моделированию.Хотя тематические модели, такие … [Read more...] about Тематическое моделирование с помощью BERT
Artificial Intelligence
Simple Answers to Artificial Intelligence’s FAQs
I’m pretty sure that at this point you simply were too afraid to ask.Image by Gordon Johnson from PixabayWhat is Artificial intelligence? What are some examples of artificial Intelligence? Should we trust it? What are the dangers of Artificial Intelligence? What’s next? Those are all important questions, which we answer below.Regularly receiving queries about Artificial … [Read more...] about Simple Answers to Artificial Intelligence’s FAQs
Energy and Policy Considerations for Deep Learning in NLP
This paper [1] quantifies the financial and environmental costs (CO2 emissions) of training a deep network. It also draws attention to the inequality between academia and industry in terms of computational resources. The paper uses NLP-architectures to present their case. Yet, the discussed issues are very relevant to the computer vision community.The paper compares the amount … [Read more...] about Energy and Policy Considerations for Deep Learning in NLP
Let’s make Artificial Intelligence a greater force in 2021
A year ago, none the wiser about what 2020 would bring, I reflected on the pivotal moment that the AI community was in. The previous year had seen a series of high-profile automated failures, like self-driving-car crashes and discriminatory recruiting tools. Later on, the field responded with more talk of AI ethics than ever before. But talk, I said, was not enough. We needed … [Read more...] about Let’s make Artificial Intelligence a greater force in 2021
The Best Place to Get Started with AI: Google Colab Tutorial for Beginners
Everything you need to know to get started with Google Colab. No setup required, get coding from your phone.Image by Memin Sito from PixabayGoogle Colab is a tool that allows you to write, run and share Python code in your browser. Colab also has multiple features that make it a popular tool for data science, machine learning and artificial intelligence. Many of the machine … [Read more...] about The Best Place to Get Started with AI: Google Colab Tutorial for Beginners
Example execution & resources: Self-learning AI in a year
There’s a great list from Daniel Bourke on the top resources for creating your own Artificial Intelligence Masters degree here. The idea is simple:a) Do some great free courses onlineb) Do an independent projectIt costs about 0 USD.I decided to get started in AI about 8 months ago. Based on his ideas I built my own AI masters degree consisting of a) and b). To get more smart … [Read more...] about Example execution & resources: Self-learning AI in a year
Beginners Guide to All Things ML
Today is the International Day of Education and while the word education may bring to mind more conventional subjects such as literature, mathematics, philosophy, and art; the evolving nature of technology has brought us many interesting and new avenues of knowledge to explore.Machine Learning. Big Data. Artificial Intelligence — these seem to be the way forward.If any of these … [Read more...] about Beginners Guide to All Things ML
Artificial General Intelligence — The path to Superintelligence
Artificial General Intelligence — The path to SuperintelligenceIntroductionWhat we usually think of as Artificial Intelligence (AI) today, when we see human-like robots and holograms in our fiction, talking and acting like real people and having human-level or even superhuman intelligence and capabilities, is actually called Artificial General Intelligence (AGI), and it does … [Read more...] about Artificial General Intelligence — The path to Superintelligence
Governance of AI in Healthcare
Key governance structures that countries should implement to facilitate and regulate AI adoptionPhoto by National Cancer Institute on UnsplashAI development has raised concerns about the amplification of bias, loss of privacy, social harms, disinformation, and harmful changes to the quality and availability of care and employment. We need mechanisms for ensuring responsible … [Read more...] about Governance of AI in Healthcare
How to Install and Manage Multiple Python Versions on Windows 10
Next Steps:This article is part of a mini-series that helps readers set up everything they need to start learning about artificial intelligence, machine learning, deep learning, and or data science. It includes articles that contain instructions with copy and paste code and screenshots to help readers get the outcome as soon as possible. It also includes articles that contain … [Read more...] about How to Install and Manage Multiple Python Versions on Windows 10