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Thoughtful Machine Learning with Python: A Test-Driven Approach

Overcome the complexity of building, training, and deploying machine learning models, from the cloud to the edge. Explore machine learning fundamentals, machine learning with Python, techniques for improving models, and developing viable frameworks for your machine learning solutions. In this e-book from O’Reilly, Thoughtful Machine Learning with Python: A Test-Driven Approach, explore hands-on exercises and Python code samples to learn about:Machine learning basics, including test-driven development and common algorithms like neural networks, k-nearest neighbors, and clustering.Applying code examples that use Python's NumPy, Pandas, scikit-learn, and SciPy data libraries to create new machine learning models.Developing platform-based, high-quality machine learning models using open-source tools and frameworks with Azure Machine Learning. 

Image classification with convolutional neural networks

Lean manufacturing, cost control, and waste reduction are imperative for manufacturing to remain competitive. In circuit-board manufacturing, faulty boards can cost manufacturers money and productivity. Assembly lines rely on human operators to quickly review and validate boards flagged as potentially faulty by assembly-line test machines.This solution analyzes electronic component images generated by assembly-line cameras in a circuit-board manufacturing plant and detects their error status. The goal is to minimize or remove the need for human intervention. The solution builds an image classification system using a convolutional neural network with 50 hidden layers, pretrained on 350,000 images in an ImageNet dataset to generate visual features of the images by removing the last network layer. These features are then used to train a boosted decision tree to classify the image as “pass” or “fail” and final scoring conducted on edge machines at the plant. The classification performance results are good (time-based cross-validation AUC>.90) which indicates the solution is suitable to drastically minimize human intervention for electronic-components failure detection in assembled circuit boards.Using this solution to automate failure detection instead of relying solely on human operators helps improve the identification of faulty electronic components and boost productivity.

Create your first intelligent bot with Microsoft AI

Artificial intelligence (AI) is accelerating the digital transformation for every industry, with examples spanning manufacturing, retail, finance, healthcare, and many others. At this rate, every industry will be able to use AI to amplify human ingenuity. In this eBook, Anand Raman and Wee Hyong Tok from Microsoft provide a comprehensive roadmap for developers to build their first AI-infused application. Using a Conference Buddy as an example, you’ll learn the key ingredients needed to develop an intelligent chatbot that helps conference participants interact with speakers. This eBook provides a gentle introduction to the tools, infrastructure, and services on the Microsoft AI Platform, and teaches you how to create powerful, intelligent applications. Understand how the intersection of cloud, data, and AI is enabling organizations to build intelligent systems. Learn the tools, infrastructure, and services available as part of the Microsoft AI Platform for developing AI applications. Teach the Conference Buddy application new AI skills, using pre-built AI capabilities such as vision, translation, and speech.Learn about the Open Neural Network Exchange.

Create your first intelligent bot with Microsoft AI

Artificial intelligence (AI) is accelerating the digital transformation for every industry, with examples spanning manufacturing, retail, finance, healthcare, and many others. At this rate, every industry will be able to use AI to amplify human ingenuity. In this eBook, Anand Raman and Wee Hyong Tok from Microsoft provide a comprehensive roadmap for developers to build their first AI-infused application. Using a Conference Buddy as an example, you’ll learn the key ingredients needed to develop an intelligent chatbot that helps conference participants interact with speakers. This eBook provides a gentle introduction to the tools, infrastructure, and services on the Microsoft AI Platform, and teaches you how to create powerful, intelligent applications. Understand how the intersection of cloud, data, and AI is enabling organizations to build intelligent systems.  Learn the tools, infrastructure, and services available as part of the Microsoft AI Platform for developing AI applications. Teach the Conference Buddy application new AI skills, using pre-built AI capabilities such as vision, translation, and speech. Learn about the Open Neural Network Exchange.

Create your first intelligent bot with Microsoft AI

Artificial intelligence (AI) is accelerating the digital transformation for every industry, with examples spanning manufacturing, retail, finance, healthcare, and many others. At this rate, every industry will be able to use AI to amplify human ingenuity. In this eBook, Anand Raman and Wee Hyong Tok from Microsoft provide a comprehensive roadmap for developers to build their first AI-infused application. Using a Conference Buddy as an example, you’ll learn the key ingredients needed to develop an intelligent chatbot that helps conference participants interact with speakers. This eBook provides a gentle introduction to the tools, infrastructure, and services on the Microsoft AI Platform, and teaches you how to create powerful, intelligent applications. Understand how the intersection of cloud, data, and AI is enabling organisations to build intelligent systems. Learn the tools, infrastructure, and services available as part of the Microsoft AI Platform for developing AI applications. Teach the Conference Buddy application new AI skills, using pre-built AI capabilities such as vision, translation, and speech. Learn about the Open Neural Network Exchange.

Create your first intelligent bot with Microsoft AI

Artificial intelligence (AI) is accelerating the digital transformation for every industry, with examples spanning manufacturing, retail, finance, healthcare, and many others. At this rate, every industry will be able to use AI to amplify human ingenuity. In this eBook, Anand Raman and Wee Hyong Tok from Microsoft provide a comprehensive roadmap for developers to build their first AI-infused application. Using a Conference Buddy as an example, you’ll learn the key ingredients needed to develop an intelligent chatbot that helps conference participants interact with speakers. This eBook provides a gentle introduction to the tools, infrastructure, and services on the Microsoft AI Platform, and teaches you how to create powerful, intelligent applications. Understand how the intersection of cloud, data, and AI is enabling organizations to build intelligent systems. Learn the tools, infrastructure, and services available as part of the Microsoft AI Platform for developing AI applications. Teach the Conference Buddy application new AI skills, using pre-built AI capabilities such as vision, translation, and speech. Learn about the Open Neural Network Exchange.