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Showing posts from 2025

ML Sandwitch Model; AI Survival Note

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Source : Gartner 2024

Ohh It is digital transformation, .. Really ?

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Recipe for the bot or 1 more digital transformation To be clear, while there are various bots that truely involve in disrupting/re-shaping industries to improve customer experiences drastically. are We doing Digital Transformation When making small incremental changes with Digital Worker aks Bot? Well There are organizations that claim that they are doing some sort of digital transformation but in reality, they might be just upgrading/introducing software, deciding between off-prem, on-prem, SaaS solutions. Well There are modern bots which can work      with 3rd party APIs and      with UI only. Today Who is responsible for defining and managing the organization’s Digital Transformation? What is being accomplished with Digital Transformation? Where does the Digital Transformation start and end? When is Digital Transformation relevant? Why Digital Transformation is happening? Tomorrow Who should be responsibl...

ML Project Development - The Anti Patterns #1

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Have MLOps Engineer instead of S/W Engineer

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Software Engineer after he starts MLOps😅, You should have MLOps Engineer 😇

The context is so important, isn't it ?

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Exceptions should be hardly used in exception : Inner Voice #Microsoft #Core #Pipeline

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Exceptions are fully asynchronous and nested but extremely expensive, even more expensive than usual when they are in the ASP.Net Core Pipelines. Microsoft Performance Team had raised this concern for high scale services long back, To improve performances sharing couple of key points when developing with .net core Async Void Methods: Using async void in ASP.NET Core is considered a bad practice because unhandled exceptions thrown from these methods will crash the entire process. It is recommended to use Task-returning methods instead. HttpContext Usage: Accessing HttpContext from multiple threads in parallel, storing it in a field, or using it after the request is complete can lead to NullReferenceException or other issues because it is not thread-safe and is disposed after the request pipeline ends. Exception Handling Middleware: The built-in UseExceptionHandler middleware is designed to catch exceptions early in the pipeline. It cannot handle exceptions if the respons...

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