What is Feature Encoding? Feature Encoding is a technique from the Feature engineering or Data preprocessing pipeline. It is applied to categorical features to convert them into numerical equivalent, as the machine learning algorithm cannot understand the string type of data. There are many encoding techniques used for feature engineering, let’s explore some of them Label Encoding: It is the ...
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Who is a Data Scientist? What does a Data Scientist do? Data Science jobs are gaining importance with time. It is being placed alongside Engineering and Medical, as far as the status of the job is concerned. Having a degree in any one of them was a matter of pride for any student. The same has turned true for Data ...
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Is your organisation AI-driven? Are you curious about the changing roles of AI? Have you prepared yourself for the AI age? Artificial Intelligence is manifesting its influence across sectors. As a result, it is helping organisations to transform their work. We see the magic of AI in our everyday lives, but not many of us have realised it. Now, that ...
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Are you, someone residing in a Gulf country? Are you looking for a Data Science job in the Middle East? This article explores the salaries of Data Scientists in Middle East countries. The Data Science market is booming, with lots of job opportunities pouring in. Companies required qualified professionals to work on their large amount of datasets. Managing big data ...
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Class imbalance is the biggest challenge in the classification task of machine learning algorithms. This happens when one label of target variable data points is less as compared to another label. If such imbalanced data is given to the learning model, most of the time it will generalize on majority labels but for minority labels, it will fail to recognize ...
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