Machine learning

Active Learning: A Smart Vaccine for the Modern Machine learning Problems

Machine Learning Reality Check In the Machine Learning World or broadly in the AI Universe, the colonists such as Data Scientists, Machine Learning Engineers, Deep Learning Specialist are coached towards a belief i.e. “More Training Data Means Highly Accurate Production Model“. Which to some extent is unavoidably true but predominately it’s also a fact, that …

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Smuggle It : An Annotation Datasheet for labeling your next Object Detection Dataset

Introduction Object Detection in the most fundamental way allows Computer Vision algorithms to boldly answer one question i.e. “what objects are where“. Consequently, the Computer Vision systems or the Deep Learning Models need accurately labeled datasets to consistently answer the same question to a variety of object classes. Even it’s quite seen that often the …

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Data Scientist Be “Aware”: Overlooking these 6 Alerts could subject your Image Classification Dataset to Potential Risks

Introduction The Intention of this blog is to facilitate better communication between Data Scientists and the Data Annotation teams spread across the organization precisely with regards to the labeling task for image classification use case. As it’s being said, “opportunity never knock twice” but this clear-cut leaflet in the hands of “Image Annotators” will help …

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