Guest contributor Archives - Page 4 of 4 - Open Data Science - Your News Source for AI, Machine Learning & more

Why Do Tree Ensembles Work?

Guest contributor Machine Learning Modeling Statistics Machine Learning Statisticsposted by Joe Ross April 10, 2019

Ensembles of decision trees (e.g., the random forest and AdaBoost algorithms) are powerful and well-known methods of classification and regression. We will survey work aimed at understanding the statistical properties of decision tree ensembles, with the goal of explaining why they work. An elementary probabilistic motivation for ensemble methods... Read more

How to Develop the Five Soft Skills That Will Make You a Great Analyst

Career Insights Guest contributor Career Insightsposted by Derek Steer April 10, 2019

Analysts often assume that the best way to advance their careers or provide more value is to improve their technical chops. While it’s true that you need a baseline of technical skills to conduct analysis, most of us need further development of our soft skills rather than further honing... Read more

What You Need to Know About Adopting Big Data, AI, and Machine Learning

Business + Management Guest contributor Accelerate AIposted by HPCC Systems April 10, 2019

Most businesses are now very familiar with technologies like big data analytics, artificial intelligence (AI) and machine learning (ML). Executives have poured over case studies and performance statistics to better understand how these technologies can improve their products and services, as well as improve efficiencies and reduce costs associated... Read more

Good, Fast, Cheap: How to do Data Science with Missing Data

Featured Post Guest contributor Modeling ODSC Speaker Missing Data ODSC Speaker Open Dataposted by Matt Brems April 5, 2019

When doing any sort of data science problem, we will inevitably run into missing data. Let’s say we’re interviewing 100 people and are recording their answers on a piece of paper in front of us. Specifically, one of our questions asks about income. Consider a few examples of missing... Read more

Unleashing the Power of AI Machine Learning to Improve the Hiring Process

Business + Management Guest contributor ODSC Speaker Accelerate AI Hiringposted by Dastgeer Shaikh April 4, 2019

Undoubtedly, the power of machine and algorithmic driven intelligence empowered by exponentially growing data – collectively referred to as artificial intelligence (AI), riding on the cusp of cloud-based computing, has tremendously revolutionized our visions and perception beyond any bounds. Cumulatively, rapid scaling of digital technologies is driving out-of-box boundaries... Read more

Automating Machine Learning: Just How Much?

Guest contributor Machine Learning Modeling Machine Learningposted by Paolo Tamagnini April 2, 2019

Many businesses are interested in deploying machine learning, predictive analytics, or AI to gain the upper hand and make the right decisions. This can be a struggle as finding the right technology and trustworthy experts is both expensive and complex. Even when the technology is provided, deploying and automating... Read more

Reinforcement Learning vs. Differentiable Programming

Deep Learning Guest contributor Modeling Deep Learning Reinforcement Learningposted by Mike Innes March 27, 2019

Check out this talk from a London meetup where I spoke on differential programming with Julia! Watch here. We’ve discussed the idea of differentiable programming, where we incorporate existing programs into deep learning models. But if you’re a researcher building, say, a self-driving car, what does differentiable programming mean in... Read more

Asking the Right Questions with Machine Learning

Guest contributor Machine Learning Modeling Machine Learning Sponsored Postposted by HPCC Systems March 26, 2019

Chris Gropp, a PhD student at Clemson University, spoke at HPCC Systems Tech Talk 10, focusing on how to plan effectively at the start of a machine learning research project to achieve a successful outcome. This blog shares his experience on how to ask the right questions with machine... Read more

Darwin: Machine Learning Beyond Predefined Recipes

Guest contributor Modeling Machine Learning Sponsored Postposted by SparkCognition March 26, 2019

While machine learning has enabled massive advancements across industries, it requires significant development and maintenance efforts from data science teams. The next evolution in human intelligence is automating the creation of machine learning models that do not follow predefined formulas, but rather adapt and evolve according to the problem’s... Read more