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Could Your Machine Learning Model Survive the Crisis: Monitoring, Diagnosis, and Mitigation Part 2
This is the second part of my blog posts on machine learning monitoring. In the first part, we listed the four questions we are trying to address in a model monitoring setup. We discussed the first two on how to detect functionality degradation of a model in production, as... Read more
Final ODSC Europe 2020 Schedule Released! See it here
The ODSC Europe 2020 Virtual Conference is coming up this September 16-19 and we’ve announced the full schedule. Here are a few of the training sessions, workshops, talks, and events that we’re excited about. Wednesday: For 3-day and 4-day... Read more
Active Learning: Why Some Data Are More Equal Than Others and How You Can Use it to Your Advantage
Artificial Intelligence is a technology that thrives on two kinds of fuel – computing power and data. Their increasing affordability is the driving force behind the recent AI boom. In fact, many of the key ideas behind artificial neural networks have been around for decades. However, it took democratization... Read more
AI Solution Demo Talks Coming to the ODSC Europe 2020 Virtual AI Expo
Building your own AI solution can be a time and resource-intensive process. As a result, despite the benefits, it doesn’t always make sense for your business or company. Fortunately, there are well-known, innovative companies that have developed AI solutions to help you meet your business needs. Plus, you can... Read more
Responsible Data Science & AI – Challenges and First Steps Towards a Practical Implementation
After major incidents, such as the Cambridge Analytica scandal and the alleged racial bias in the COMPAS system that assessed potential recidivism risk in the US, the call for responsible data science & AI frameworks increased. Books as weapons of math destruction, the black box society, automating inequality, and... Read more
The Fashion Industry is Impactful – Let’s Make it Positive With AI
Want to know how you can contribute to a sustainable clothing industry? Listen to my talk at ODSC Europe 2020, “Sustainable Retail Through Open Source, Scraping and NLP,” and take action right away! Pollution, bad working conditions, and animal welfare are topics that are often pushed away by profit.... Read more
How to Attend ODSC Europe 2020 for Free
In the nature of open-source data science, we want to make our conferences accessible to those who may not have a chance to attend. For the ODSC Europe 2020 Virtual Conference, we have a few ways that you can attend for free to experience content from world-renowned speakers and... Read more
State-of-the-Art Text Classification Made Easy
In Natural Language Processing (NLP), language models such as ULMFiT, BERT, and GPT have become the foundation of many solutions for common NLP tasks. The benefit of language models is their ability to be pre-trained with a general understanding of language, such that users can fine-tune models on significantly... Read more
Dr. David Armstrong Added to ODSC Europe Keynote Lineup
It’s not often that humans discover a new planet, let alone 50 at once. And when we do discover one, it’s often through satellites, telescopes, and other traditional means. Recently, however, 50 planets were discovered via a machine learning algorithm largely written by Dr. David Armstrong from the University... Read more
Could Your Machine Learning Model Survive the Crisis: Monitoring, Diagnosis, and Mitigation Part 1
As the world is changing rapidly around us, it is often questionable whether something we learned from the past is still valid. Machine learning models that make predictions of the future based on past data points are probably under most scrutiny from businesses in the current climate. Close monitoring... Read more