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Machine Learning Solution Predicting Road Accident Severity

Analytics Vidhya

Introduction This is a multiclass classification project to classify the severity of road accidents into three categories. The post Machine Learning Solution Predicting Road Accident Severity appeared first on Analytics Vidhya. This project is based on real-world data, and the dataset is also highly imbalanced.

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Music Genre Classification Project Using Machine Learning Techniques

Analytics Vidhya

Audio classification is an Application of machine learning where different sound is categorized in certain categories. The post Music Genre Classification Project Using Machine Learning Techniques appeared first on Analytics Vidhya. Hello, and welcome to a wonderful article on audio classification.

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Machine Learning Bolsters Digital Marketing Strategies

Smart Data Collective

Machine Learning is Crucial for Success in Digital Marketing If you have a Spotify or Netflix account, you have probably noticed a trend. When you watch or listen to something one day, the next day you will have a whole category of recommendations from the same genre as your most played or watched. Does it add value?

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Understanding Mosaic Data Augmentation

Analytics Vidhya

Introduction Data augmentation encompasses various techniques to expand and enhance datasets for machine learning and deep learning models. These methods span different categories, each altering data to introduce diversity and improve model robustness.

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How to Perform Label Encoding in Python?

Analytics Vidhya

One often encounters datasets with categorical variables in data analysis and machine learning. However, many machine learning algorithms require numerical input. These variables represent qualitative attributes rather than numerical values. This is where label encoding comes into play.

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Machine Learning Maximizes Email Marketing ROI With List Segmentation

Smart Data Collective

We have previously written about the benefits of data driven marketing , but wanted to focus more on the benefits of machine learning as well. Machine learning is one of the technological advances that has played in important role in the evolution of email marketing. One of the biggest benefits is list segmentation.

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Meta-Learning For Better Machine Learning

Rocket-Powered Data Science

The above example (clustering) is taken from unsupervised machine learning (where there are no labels on the training data). There are also examples of cold start in supervised machine learning (where you do have class labels on the training data). Genetic Algorithms (GAs) are an example of meta-learning.