8 Ways Machine Learning Can be Used in Cybersecurity
Cybersecurity has been a concern for businesses since the dawn of the internet, as hackers saw an opportunity arise instantly. Machine learning has been around for years as well. The two go hand-in-hand, as cybersecurity benefits from the automation of data collection and defense, thus making... Read more
Advances in Machine Learning for Software Engineering
Editor’s note: Aditya is a speaker for ODSC APAC 2021. Check out his talk, “Machine Learning for Software Engineering,” there! Today, society critically depends on software. The prevailing Covid-19 situation has accelerated the transition to a software-driven world even further. As the number of software applications... Read more
17 Compelling Machine Learning Ph.D. Dissertations
Working in the field of data science, I’m always seeking ways to keep current in the field and there are a number of important resources available for this purpose: new book titles, blog articles, conference sessions, Meetups, webinars/podcasts, not to mention the gems floating around in... Read more
An Introduction to Decision Tree and Ensemble Methods
In this day and age, there is a lot of buzz around machine learning (ML) and artificial intelligence (AI). And why not, after all, we all are consumers of ML directly or indirectly, irrespective of our professions. AI/ML is a fascinating field, generates a whole lot... Read more
Develop and Deploy a Machine Learning Pipeline in 45 Minutes with Ploomber
It’s standard industry practice to prototype Machine Learning pipelines in Jupyter notebooks, refactor them into Python modules and then deploy using production tools such as Airflow or Kubernetes. However, this process slows down development as it requires significant changes to the code. Ploomber enables a leaner... Read more
Model Performance Optimization with TorchServe
In this blog, we are going to take a look at TorchServe, a feature-rich framework for serving machine learning models. We will go through a variety of experiments to test the performance on different operating systems, thread settings, and a number of workers to discover the... Read more
2021 Top Trending Machine Learning Topics
Thanks to insights from our ODSC West researchers, attendees, and instructors we’ve pulled together some of the trending machine learning topics of 2021. We’re excited to host some of the leading experts and top contributors in each of these topics. Here are a few of our... Read more
Best Machine Learning Research of 2021 So Far
The start of 2021 saw many prominent research groups extending the state of machine learning science to consistently greater heights. In my efforts to keep pace with this accelerated progress, I’ve noticed a number of hot topics that are gaining the attention of researchers: explainable/interpretable ML,... Read more
The Rapid Evolution of the Canonical Stack for Machine Learning
Just a few years ago, almost nobody was building software to support the surge of new machine learning apps coming into production all over the world.  Every big tech company, like Google, Lyft, Microsoft, and Amazon rolled their own AI/ML tech stack from scratch.  See the... Read more
Top 5 Applications of Machine Learning in Healthcare
Machine learning (ML) is a branch of artificial intelligence (AI), where computer systems independently find solutions to complex problems using recurring patterns in databases. Put differently, machine learning helps IT systems to recognize patterns from existing algorithms and datasets, then go ahead and develop appropriate solutions.... Read more