Develop smart applications without spending days and weeks building machine-learning models. With this practical book, you’ll learn how to apply Automated Machine Learning, a process that uses machine learning to help people build machine learning models. Deepak Mukunthu, Parashar Shah, and Wee Hyong Tok provide a mix of technical depth, hands-on examples, and case studies that show how customers are solving real-world problems with this technology. Building machine learning models is an iterative and time-consuming process. Even those who know how to create these models may be limited in how much they can explore. Once you complete this book, you’ll understand how to apply Automated Machine Learning to your data right away. Learn how companies in different industries are benefiting from Automated Machine Learning Get started with Automated Machine Learning using Azure Explore aspects such as algorithm selection, auto featurization, and hyperparameter tuning Understand how data analysts, BI professionals, and developers can use Automated Machine Learning in their familiar tools and experiences Learn how to get started using Automated Machine Learning for use cases including classification and regression.
Whether based on academic theories or machine learning strategies, all financial models are at the mercy of modeling errors that can be mitigated but not eliminated. Probabilistic ML technologies are based on a simple and intuitive definition of probability and the rigorous calculus of probability theory. These systems treat uncertainties and errors of financial and investing systems as features, not bugs. And they quantify uncertainty generated from inexact inputs and outputs as probability distributions, not point estimates. This makes for realistic financial inferences and predictions that are useful for decision-making and risk management. These systems are capable of warning us when their inferences and predictions are no longer useful in the current market environment. Probabilistic ML is the next generation ML framework and technology for AI-powered financial and investing systems for many reasons. By moving away from flawed statistical methodologies (and a restrictive conventional view of probability as a limiting frequency), you'll move toward an intuitive view of probability as a mathematically rigorous statistical framework that quantifies uncertainty holistically and successfully. This book shows you how.
In the enchanted Booga Dooga Land is a little Pixie Town, where Pickwick, a little Pixie lives with his delightful smiling OctoDoll. Right from the time the OcotDoll had come alive by inadvertantly breaking the "Code of Dollus", Pickwick & the OctoDoll had been repeatedly thrust into life and death situations, where they had to battle formidable adversaries to save other creatures of the Booga Dooga Land, as well as even Pixie Town, the Silver Mountains and the entire Booga Dooga Land. Pickwick and the OctoDoll, rose to the occasion each time, and valiantly entered the fray even at the cost of their own lives, and used incredible "Plans" which only they could have made, to overcome their formidable adversaries and win the day. Like other creatures such as the Wormus, the Idearoolus Blick, Harky the Shark, and Wilful the wicked flowerfish, this tale also introduces a villainous adversary endowed with evil traits and seemingly insurmountable magical powers Pickwick and the OctoDoll who had gone for a picnic to the incredible beautiful "Valley of the Singing Grass" were frozen by the Horus into statues and were on the verge of being gobbled up by the Horus, when they were rescued in the nick of time by the Silver Dragon While all this action was going on, and while the Horus determinedly, followed them up to the Silver Dragon's cave high up in the Silver Mountains where they had taken refuge, even more original and exciting creatures like "In" and "Quisitive" as well as "Trans" and "Lucent" emerged in the Booga Dooga Forest. Finally the Horus was overcome just a moment before he would have crushed our heroes and gobbled them up. The Horus turns into .... aha .. that would be telling .. suffice it to say that this tale is so enchanting that the entire family will be delighted and will surely want to read it all together ....
In the enchanted Booga Dooga Land is a little Pixie Town, where Pickwick, a little Pixie lives with his delightful smiling OctoDoll. Right from the time the OcotDoll had come alive by inadvertantly breaking the "Code of Dollus", Pickwick & the OctoDoll had been repeatedly thrust into life and death situations, where they had to battle formidable adversaries to save other creatures of the Booga Dooga Land, as well as even Pixie Town, the Silver Mountains and the entire Booga Dooga Land. Pickwick and the OctoDoll, rose to the occasion each time, and valiantly entered the fray even at the cost of their own lives, and used incredible "Plans" which only they could have made, to overcome their formidable adversaries and win the day. Like other creatures such as the Wormus, the Idearoolus Blick, Harky the Shark, and Wilful the wicked flowerfish introduced in the earlier tales, this tale also introduces a villainous adversary endowed with evil traits and seemingly insurmountable magical powers Pickwick and the OctoDoll who had gone for a picnic to the incredible beautiful "Valley of the Singing Grass" were frozen by the Horus into statues and were on the verge of being gobbled up by the Horus, when they were rescued in the nick of time by the Silver Dragon While all this action was going on, and while the Horus determinedly, followed them up to the Silver Dragon's cave high up in the Silver Mountains where they had taken refuge, even more original and exciting creatures like "In" and "Quisitive" as well as "Trans" and "Lucent" emerged in the Booga Dooga Forest. Finally the Horus was overcome just a moment before he would have crushed our heroes and gobbled them up The Horus turns into .... aha .. that would be telling .. suffice it to say that this tale is so enchanting that the entire family will be delighted and will surely want to read it all together ....
This textbook has been written keeping in mind the requirements of building and plant industries. The author has specifically covered a number of pain-points that the users face on day-to-day basis in their work. Real-world BIM and Plant models have been used as tutorials in this book. You will be able to find various similarities between the models used in this textbook and your current projects. This will allow you to apply the concepts learned in this textbook to your day-to-day work. The following are some salient features of this textbook: Complimentary access to the videos of all tutorials in the textbook. More than 690 pages of in-depth coverage of all modules of Autodesk Navisworks Simulate and Manage. Detailed discussion of the Autodesk Navisworks tools and concepts followed by Plant and BIM tutorials. Around 450 pages of tutorials on real-world Plant and Building models. Tutorial on performing clash test with point cloud data. Project-based chapter on Autodesk BIM 360 Glue App for Autodesk Navisworks. Project-based chapter on Autodesk Navisworks for Factory Design Suite. Special tutorial on the animation of the subsea Remotely Operated Vehicle (ROV). Special tutorials showing the Animator and Scripter scenes with crane animations. Timeliner simulation linked with animator animations showing construction sequences and movement of crane and semitrailers at the construction site. Detailed coverage of the Clash Detective module and the switchback functionality. Timeliner based clash tests included in tutorials. "What I do" tips describing some real world challenges that Navisworks users face and the author's approach in those situations. Free video showing how to use Autodesk ReCap to reduce the size of Point Cloud data before importing in Autodesk Navisworks available by contacting the author at [email protected]. End of chapter skill evaluation to review the concepts learnt in the chapter. The following free teaching resources are available for faculty: PowerPoint slides of every chapter in the textbook. Answers to the Class Test Questions. Help for designing the course curriculum. Additional videos to help plan your classes.
Optimal SAP Business Warehouse reporting performance requires regular monitoring and identification of a potential performance issues. In this book, you will learn the most important processes and tools that help identify bottlenecks and solutions to solve them. Dive into the fundamental aspects of data modeling to efficient ETL (Extract, Transform, Load) This book will quickly enable SAP BW professionals to apply the techniques covered in this book to improve performance with hands-on advice and screenshots. This complete guide to SAP BW performance optimization covers: - Quick gains in performance - Practical applications - Comprehensive coverage on performance optimization - Leveraging tools and utilities from ETL to reporting processes
