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Introduction to Apache Airflow
Apache Airflow is a tool created by the community to programmatically author, schedule, and monitor workflows. The biggest advantage of Airflow is the fact that it does not limit the scope of pipelines. Airflow can be used for building Machine Learning models, transferring data, or managing... Read more
Training and Operationalizing Interpretable Machine Learning Models
AI offers companies the unique opportunity to transform their operations: from AI applications able to predict and schedule equipment’s maintenance, to intelligent R&D applications able to estimate the success of future drugs. However, in order to be able to leverage this opportunity, companies have to learn... Read more
7 Top Data Science Trends in 2020 to Be Excited About
As a practicing data scientist, educator, and tech journalist, I automatically have three big motivations for keeping a constant pulse of the industry. Staying in tune with what’s happening, consuming all the news from the movers and shakers, and evaluating new and updated tools as they... Read more
Top Data Science Skills for 2020
Data Science is an increasingly competitive field and participants are constantly working hard to build more levels of skill and experience. This trend has given rise to ever more demanding job descriptions for the position. To stay competitive, it makes sense to prepare yourself for new... Read more
Deep Learning Frameworks You Need to Know in 2020
Deep learning networks have a mind-boggling ability to learn, so training these models requires massive computing power and intense amounts of data. You’ll need a framework to make that development easier. Deep learning requires massive processing power and lots of data. Because it uses unstructured, often non-text... Read more
Interoperable AI: High-Performance Inferencing of ML and DNN Models
TensorFlow? PyTorch? Keras? There are many popular frameworks to choose from when working with deep learning and machine learning models, each with its own pros and cons for practical usability in product development or research. Once you decide which to use to train your model, you... Read more
5 DevOps Challenges To Overcome To Gain Productivity
Editor’s Note: Is your business ready to implement DevOps? Learn more at ODSC West on how you can do just that. DevOps brought the development community to the agile era where multiple teams can work in a collaborative environment sharing their skills, knowledge and development responsibilities. As... Read more
10 Startups Killing the AI Game
There are some truly weird things happening in AI right now, but we’re also seeing some innovating solutions emerging as humans learn how to deploy AI bigger and better. These startups know that AI has the potential to solve some of the most vexing issues in... Read more
Here’s Why You Aren’t Getting a Job in Data Science
We constantly hear about the rising demand for data science skills coupled with the shortage of data scientists to fill this growing need. This disparity seems like a true opportunity for those seeking career positions in the field, yet stories abound describing how tough it is... Read more
10 Best Data Science Platforms
A data science platform can change the way you work. It’s more than just a tool, it’s a way to wrangle data and turn every member of your team into a high performing unit, capable of pivoting and scaling without missing a beat. The right one... Read more