The Future of .NET Core, Machine Learning, and AI

Jagdip Keshavlal Jadav

doi:10.32628/CSEIT2410612391

Authors

Jagdip Keshavlal Jadav Cognia Inc, USA Author

DOI:

https://doi.org/10.32628/CSEIT2410612391

Keywords:

ML.NET, Generative AI Integration, Microsoft.Extensions.AI, .NET Core Development, Azure Cognitive Services

Abstract

The integration of Machine Learning and Artificial Intelligence into the .NET Core ecosystem represents a significant advancement in software development capabilities. This comprehensive article examines the evolution of AI integration within .NET, highlighting key developments across multiple domains including ML.NET enhancements, generative AI capabilities, and the introduction of Microsoft.Extensions.AI. The article explores how these advancements have transformed developer workflows, improved performance metrics, and expanded the possibilities for AI-driven applications. Through a detailed examination of implementation patterns, performance improvements, and community engagement, this article demonstrates how the .NET ecosystem has emerged as a robust platform for AI development, supported by Microsoft's comprehensive educational resources and strong community infrastructure.

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References

Needham, "Worldwide Spending on Artificial Intelligence Forecast to Reach $632 Billion in 2028, According to a New IDC Spending Guide," IDC Research, August 19, 2024. [Online]. Available: https://www.idc.com/getdoc.jsp?containerId=prUS52530724

Stack Overflow, "Developers want more, more, more: the 2024 results from Stack Overflow’s Annual Developer Survey," July 2024. [Online]. Available: https://stackoverflow.blog/2024/07/24/developers-want-more-more-more-the-2024-results-from-stack-overflow-s-annual-developer-survey/

Almir Vuk, "Microsoft Released ML.NET 3.0: Deep Learning and Data Processing Improvements," InfoQ, Dec. 2023. [Online]. Available: https://www.infoq.com/news/2023/12/ml-dotnet-3-release/

ML.NET Team, "ML.NET 0.3 Release Notes," GitHub Repository, 2023. [Online]. Available: https://github.com/dotnet/machinelearning/blob/main/docs/release-notes/0.3/release-0.3.md

Pedro Torres, "Exploring the New Features and Improvements in .NET 8," Medium, Sep 11, 2024. [Online]. Available: https://medium.com/@pedrolisboa_10855/exploring-the-new-features-and-improvements-in-net-8-b205d346faa2

Inetum, "Building a chat app with AI in 15 Minutes: Leveraging Semantic Kernel, plugins and RAG," August 30, 2024. [Online]. Available: https://www.nearshore-it.eu/articles/create-ai-chat-with-semantic-kernel/

Luis Quintanilla, "Introducing Microsoft.Extensions.AI Preview – Unified AI Building Blocks for .NET," .NET Blog, Microsoft, October 8th, 2024. [Online]. Available: https://devblogs.microsoft.com/dotnet/introducing-microsoft-extensions-ai-preview/

Microsoft Azure, "Azure AI Search performance benchmarks," Microsoft Docs, 08/28/2024. [Online]. Available: https://learn.microsoft.com/en-us/azure/search/performance-benchmarks

Microsoft Azure, "Monitor Azure Data Explorer performance, health, and usage with metrics," Microsoft Learn, 11/20/2024. [Online]. Available: https://learn.microsoft.com/en-us/azure/data-explorer/using-metrics

DhanushKumar, "Microsoft Azure AI Fundamentals: Computer Vision," Medium, Jun 1, 2024. [Online]. Available: https://medium.com/@danushidk507/microsoft-azure-ai-fundamentals-computer-vision-79897ca141bd

Apple, "Education Impact Report," October 2024. [Online]. Available: https://www.apple.com/education-initiative/pdf/2024-Impact-Report.pdf

Mehul Harry, ".NET Conf 2024 – Celebrating the Release of .NET 9! – Save the Date!," .NET Blog, Microsoft, August 14th, 2024. [Online]. Available: https://devblogs.microsoft.com/dotnet/dotnet-conf-2024-celebrating-the-release-of-dotnet-9-save-the-date/