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DATA INSIGHTS & LOCALIZATION STRATEGIES

All about data insights and localization strategies

The secret sauce behind effective AI and ML technology Kotwel

The Secret Sauce Behind Effective AI and ML Technologies

Artificial intelligence (AI) and machine learning (ML) technology is one of the most revolutionary advances in computing history. These technologies are capable of understanding and responding to complex tasks and commands, often with much greater speed and accuracy than traditional computer software. They are revolutionizing many industries and are now being used in a variety …

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Natural Language Understanding

The Importance of Correct Query Creation in Training Your Models for Assistant Natural Language Understanding (NLU)

Overview Assistant NLU is an important part of many Machine Learning algorithms and it is essential that the queries that are used to train the model are accurate. Incorrect query creation can lead to inaccurate models and can have a significant impact on the performance of the algorithm. Common errors while creating queries It is …

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The Importance of Quality Transcription in Training Speech Models

The Importance of Quality Transcription in Training Speech Models

Overview If you’re training a voice recognition model – whether it’s for a virtual assistant like Google Assistant or Siri, or for some other application – one of the most important things you need is high-quality transcription services. Why does quality transcription matter? First, let’s take a look at how these voice recognition models work. …

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The Importance of Data Annotation in AI and Machine Learning

Why Data Annotation is Important for Machine Learning and AI?

What is Data Annotation? Data annotation is the process of labeling data for supervised machine learning. This simply means adding tags or labels to data so that algorithms can learn from it. For example, if you wanted to teach a machine learning algorithm to recognize cats in pictures, you would need to label a large …

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Data annotation Kotwel

Data annotation: What is it and its uses in Computer Vision and Image Analysis

What is Data Annotation for Computer Vision? In computer vision, data annotation is the process of annotating samples with metadata for use in machine learning algorithms. While data annotation could be used to annotate any type of sample, it is most commonly used in computer vision applications to create annotations for images, textual descriptions of …

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The Importance of Accurate Image Annotation in Computer Vision

Image annotation is the process of adding structure to an image, providing descriptions for different elements in that image. Image annotation can be used for a variety of purposes, such as solving a visual problem more efficiently or improving the accuracy of training data to teach an AI model. It can range from really simple …

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