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Visual control using hand gestures(MediaPipe)

Visual control using hand gestures(MediaPipe)

We all know how Alexa/Siri helps us to control applications using voice, here machines listen to human voice and acts accordingly. Similarly, we can also control applications using visual input, because machine not only has ears(microphone), but has eyes(camera) too. It’s all thanks to latest enhancements in the field of AI, which is helping us to completely change the way we interact with the computers. We never know when mouse will be extinct :P. As far as i know, AI…

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NEW WEIGHTED EVALUATION METRIC FOR SEMANTIC SEGMENTATION ALGORITHMS P2

NEW WEIGHTED EVALUATION METRIC FOR SEMANTIC SEGMENTATION ALGORITHMS P2

In the previous post, we discussed various aspects of evaluating segmentation algorithms using different metrics. And also we concluded that the existing metrics consider and evaluate all abnormality cluster sizes as the same. But we would like to emphasize abnormal pixels where it will be difficult for doctors to identify which usually will be small in size and isolated from the rest of the other abnormal pixels. So we would like to judge the algorithm as performing better only if…

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New Weighted Evaluation Metric for Semantic Segmentation Algorithms P1

New Weighted Evaluation Metric for Semantic Segmentation Algorithms P1

In this post, we will understand the importance of needing a new evaluation metric in healthcare AI, but before jumping directly let’s set some context of what, where, and how. Usage of AI has increased substantially in healthcare lately as it is able to assist doctors in diagnosing patients better. It is able to give much more insightful data which doctors dint even think of using to diagnose. Many medical institutions are collaborating with big companies and start-ups to solve…

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Converting monolithic to asynchronous microservices

Converting monolithic to asynchronous microservices

While designing any large scale distributed systems, we start with keeping in mind both functional and non functional requirements, but eventually we tend to mainly focus on only achieving functional requirements. We fail to emphasize on non functional requirements such as latency, throughput and scalability aspects. As even the saying goes, No architecture is final/best we should always strive to make it better. For a better user experience, applications should be intuitive and quick in processing any requests, for that…

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