Tag: Ai and machine learning
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Building more efficient data infrastructure for machine learning
Posted on December 17, 2022, Level intermediate Resource Length medium
The current influx of data — structured, semi-structured, and unstructured — being driven by an array of data sources is fueling opportunities to leverage machine learning to extract insights and accelerate innovations that can transform businesses and industries. As these data volumes continue to rise, companies are struggling with the complicated task of managing this data and figuring out how to harness it for analytics and AI. By Vedant Jain, Denny Lee.
Tags leadership-and-career cloud-and-infrastructure data-and-analytics ai-and-machine-learning
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Neural Networks from scratch with Python code and math in detail
Posted on December 14, 2022, Level beginner Resource Length long
Older article about building neural networks from scratch. From the math behind them to step-by-step implementation coding samples in Python with Google Colab. By Pratik Shukla, Roberto Iriondo.
Tags ai-and-machine-learning leadership-and-career data-and-analytics
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Deep dive: How AI content generators work
Posted on September 11, 2022, Level beginner Resource Length medium
Artificial intelligence (AI) has been steadily influencing business processes, automating repetitive and mundane tasks even for complex industries like construction and medicine. By Victor Dey.
Tags data-and-analytics ai-and-machine-learning architecture-and-apis
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Why you absolutely must document your no-code software
Posted on September 4, 2022, Level beginner Resource Length medium
Here's a conceptual framework to help keep your no-code and low-code effort simple, but comprehensive. By Joe Procopio.
Tags architecture-and-apis data-and-analytics ai-and-machine-learning software-engineering devops-and-ci-cd
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How to build low-code mixed-reality apps in Power Apps, AI Builder and HoloLens
Posted on September 3, 2022, Level beginner Resource Length medium
Off-the-shelf tools and components like Power Apps, AI Builder and HoloLens let you deliver your own industrial metaverse at a low cost. Microsoft's low-code Power Platform is a key piece of its business software suite. By sitting between Microsoft 365's productivity tools and the Dynamics 365 line-of-business applications, it's a way to build out custom workflows and add your own user experiences. By Simon Bisson.
Tags architecture-and-apis data-and-analytics ai-and-machine-learning leadership-and-career software-engineering
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Hosting ASP.NET Core web api with AWS Lambda – Truly serverless REST APIs
Posted on September 1, 2022, Level beginner Resource Length medium
In this article, we will learn about hosting ASP.NET Core Web API with AWS Lambda in a rather simple-to-follow manner. It is going to be as simple as developing a .NET 6 Web API as you would normally do using Controllers or Minimal APIs, and running some CLI commands which will deploy your API as Lambda Function to AWS Lambda super fast! By Mukesh Murugan.
Tags ai-and-machine-learning architecture-and-apis software-engineering leadership-and-career cloud-and-infrastructure devops-and-ci-cd
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The importance of model versioning in machine learning
Posted on June 30, 2022, Level beginner Resource Length medium
Version control is an essential concept in software development. Version control tools, such as Git, are used to manage and track source codes. Developers and organizations alike value source code because it is the backbone of their product(s), from which they earn revenue. By Oghenefejiro Esosuota.
Tags ai-and-machine-learning data-and-analytics leadership-and-career
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Lessons learned from combining SQS and Lambda in a data project
Posted on June 26, 2022, Level intermediate Resource Length medium
The built-in functionality of SQS and Lambda provided us serverless, scalable and fault-tolerant basis, but while running the solution we also learned some important lessons. In this blog post I will discuss the issue of valid messages ending up in dead-letter queues (DLQ) and correctly configuring your DLQ to catch only erroneous messages from your source SQS queue. By Miia Niemelä.
Tags architecture-and-apis ai-and-machine-learning software-engineering data-and-analytics
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Automated farming robots: Five awesome use cases
Posted on June 24, 2022, Level beginner Resource Length medium
Automation has found its way into almost all industries. Many industries have adopted automation to reduce human efforts and boost productivity to meet customer demands. Recently, automated farming robots are being used for various agricultural practices. They minimize the intensive hard work required for farming and save a lot of time. By Amna Faryad.
Tags business-and-emerging-tech ai-and-machine-learning data-and-analytics
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A technique to teach bimanual robots stir-fry cooking
Posted on June 23, 2022, Level beginner Resource Length short
As robots make their way into a variety of real-world environments, roboticists are trying to ensure that they can efficiently complete a growing number of tasks. For robots that are designed to assist humans in their homes, this includes household chores, such as cleaning, tidying up and cooking. By Ingrid Fadelli , Tech Xplore.
Tags business-and-emerging-tech miscellaneous cloud-and-infrastructure ai-and-machine-learning data-and-analytics
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The future of computer vision
Posted on June 5, 2022, Level beginner Resource Length medium
Computer vision is a rapidly growing field in research and applications. Advances in computer vision research are now more directly and immediately applicable to the commercial world. By Richmond Alake.
Tags cloud-and-infrastructure miscellaneous leadership-and-career data-and-analytics ai-and-machine-learning
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MLOps in 10 minutes
Posted on May 24, 2022, Level beginner Resource Length long
How MLOps helps across all stages of ML project. By Alexey Grigorev.
Tags ai-and-machine-learning leadership-and-career data-and-analytics