[unable to retrieve full-text content]In any machine learning project, business understanding is very important. But in practice, it does not get enough attention. Here we explain what questions should be asked.
Original Post: What is the most important step in a machine learning project?
[unable to retrieve full-text content]Boosted decision trees are responsible for more than half of the winning solutions in machine learning challenges hosted at Kaggle, and require minimal tuning. We evaluate two popular tree boosting software packages: XGBoost and LightGBM and draw 4 important lessons.
Original Post: Lessons Learned From Benchmarking Fast Machine Learning Algorithms
[unable to retrieve full-text content]This post surveys today’s foremost options for AI in the form of deep learning, examining each toolkit’s primary advantages as well as their respective industry supporters.
Original Post: A Guide to Understanding AI Toolkits
[unable to retrieve full-text content]Also: What Artificial Intelligence and Machine Learning Can Do-And What It Can’t; How Convolutional Neural Networks Accomplish Image Recognition?; Making Predictive Models Robust: Holdout vs Cross-Validation; The Machine Learning Abstracts: Support Vector Machines
Original Post: KDnuggets™ News 17:n31, Aug 16: Data Science Primer: Basic Concepts; Python vs R vs rest
[unable to retrieve full-text content]When used in combination with big data and machine learning, both AI and robotics can actively improve over time as they collect more information. You don’t have to look far to see how these technologies have revolutionized the world, and continue to do so.
Original Post: 4 Industries Being Transformed by Machine Learning and Robotics
[unable to retrieve full-text content]Learn how two data scientists quickly transformed from mere mortals into data science superheroes, now able to tackle more projects with better results – faster than a speeding bullet!
Original Post: DataRobot: The Making of Data Science Superheroes, Webinar August 31
[unable to retrieve full-text content]This blog introduces the basics of reinforcement learning. We are going to see how reinforcement learning might help us to address these challenges; to work smarter at the edge when brute force technology advances will not suffice.
Original Post: Transforming from Autonomous to Smart: Reinforcement Learning Basics
[unable to retrieve full-text content]I have seen situations where AI (or at least machine learning) had an incredible impact on a business—I also have seen situations where this was not the case. So, what was the difference?
Original Post: What Artificial Intelligence and Machine Learning Can Do—And What It Can’t
[unable to retrieve full-text content]While earlier entrants in this series covered elementary classification algorithms, another (more advanced) machine learning algorithm which can be used for classification is Support Vector Machines (SVM).
Original Post: The Machine Learning Abstracts: Support Vector Machines