Machine Learning Overview: Popular Problems and Algorithms
Learning in systems leads to efficiency improvement over time. This chapter covers various ML problems and algorithms, emphasizing practical applications in areas like Data Science, NLP, and Computer Vision. It explores the importance of learning, its impact on system development and adaptation, and the shift towards statistical machine learning techniques driven by big data. The evolution of AI and learning is traced from neural networks in the 50s to their resurgence as the favored approach today.
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Supercharge Your .NET Testing with NCrunch Real-Time, Continuous, and Parallel Testing
The Problem with Traditional Testing Waiting for tests to run is a bottleneck in development. Tests run sequentially, slowing feedback loops. Manually running tests interrupts the coding flow. 2 Commercial in confidence
Introducing NCrunch NCrunch is a live, automated, and parallelized testing tool for .NET. Runs tests in the background as you write code. Provides instant feedback with real-time code coverage. 3 Commercial in confidence
Key Features of NCrunch Continuous Test Execution: Runs tests automatically as you code. Parallel Execution: Uses multiple cores/machines to run tests faster. Code Coverage Visualization: Highlights which lines are tested. Performance Metrics: Identifies slow tests and optimizes execution. 4 Commercial in confidence
How NCrunch Works Monitors code changes and automatically runs impacted tests. Shows results instantly with pass/fail indicators. Integrates seamlessly with Visual Studio and JetBrains Rider (in preview). 5 Commercial in confidence
NCrunch in Action A Quick Demo 6 Commercial in confidence
Why Use NCrunch? Saves time by eliminating manual test execution. Provides instant feedback, improving code quality. Scales to large projects with distributed processing. 7 Commercial in confidence
Getting Started with NCrunch Download from https://www.ncrunch.net/ Supports .NET and integrates with Visual Studio and Rider. Free trial available with paid licensing options. 8 Commercial in confidence
Wrap-Up and Q&A Email cardella@gmail.com Contact Info NCrunch makes testing effortless, faster, and more insightful. Try it in your projects and see the benefits firsthand! Questions? LinkedIn https://www.linkedin.com/in/tcardella/ Blog https://www.codegorilla.com 9 Commercial in confidence
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