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Master advanced Bayesian inference techniques and their practical applications in data science. This course will equip you with cutting-edge methods, including variational inference, Bayesian decision theory, and non-parametric approaches. You'll learn to quantify uncertainty in predictions, make principled decisions using loss functions, and implement flexible models that adapt complexity to data. Through hands-on projects using PyMC3 and real-world case studies, you'll develop expertise in the complete Bayesian workflow: from model specification to validation. The course emphasizes scalable alternatives to MCMC, including variational inference for large datasets, and covers advanced topics such as Dirichlet processes and Gaussian process regression. What makes this course unique is its focus on practical implementation and decision-making under uncertainty. You'll gain skills in probabilistic programming, model evaluation, and applying Bayesian methods to diverse domains. By completing this course, you'll be equipped to tackle complex data problems with rigorous statistical methods and communicate uncertainty effectively in professional settings.
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Build production-ready Blender game assets through a practical, end-to-end workflow that connects modeling, topology, UV editing, texturing, and game engine…
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This course is designed for professionals aiming to excel in creating and managing robust security programs that align with organizational goals. You'll star…
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In today's digital age, Data Privacy and Protection Standards are pivotal for organizations across all sectors to safeguard sensitive information, comply wit…
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このコースでは、責任ある AI および AI に関する原則のコンセプトを紹介します。AI / ML の実践における公平性とバイアスを特定し、バイアスを軽減するための実践的な手法を取り扱います。具体的には、Google Cloud プロダクトとオープンソース ツールを使用して責任ある AI のベスト プラクティスを…
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Navigate the journey of launching a new product into the market and managing its lifecycle post-launch. This course covers planning successful launches, deve…
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Welcome to Microsoft Compliance, Privacy & Risk Management, a comprehensive course designed for compliance managers, IT auditors, and security professionals…
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This course guides you through the foundational principles behind neural networks and computer vision systems, focusing on how forward propagation, backpropa…
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This course introduces Python programming and fundamental statistics concepts, equipping learners with essential skills for data-driven roles in tech and AI.…
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Examines data mining perspectives and methods in a healthcare context. Introduces the theoretical foundations for major data mining methods and studies how t…
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In this culminating course in the Patient Safety and Quality Improvement Specialization, you will apply the skills you have acquired across the previous six…
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This course will give you a glimpse into six different areas of American law: Tort Law, Contract Law, Property, Constitutional Law, Criminal Law, and Civil P…
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This free online course is one of 10 courses available in the Goldman Sachs 10,000 Women collection, designed for entrepreneurs ready to take their business…
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