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Practicing Machine Learning with Imbalanced Dataset

Analytics Vidhya

The quality of data we feed to the algorithms […] The post Practicing Machine Learning with Imbalanced Dataset appeared first on Analytics Vidhya. The machine learning algorithms heavily rely on data that we feed to them.

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Static enrichment dataset with Delta Lake

Waitingforcode

It's relatively easy to implement with static datasets because of the data availability. Data enrichment is one of common data engineering tasks. However, this apparently easy task can become a nightmare if used with inappropriate technologies.

Datasets 130
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How to JOIN datasets in Polars … compared to Pandas.

Confessions of a Data Guy

Some time ago I wrote a very simple comparison of switching from Pandas to Polars, I didn’t put much real effort into it, yet it was popular, so this is my attempt at trying to expand on that topic a […] The post How to JOIN datasets in Polars … compared to Pandas. appeared first on Confessions of a Data Guy.

Datasets 113
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How to get datasets for Machine Learning?

Knowledge Hut

Datasets are the repository of information that is required to solve a particular type of problem. Datasets play a crucial role and are at the heart of all Machine Learning models. Datasets are often related to a particular type of problem and machine learning models can be built to solve those problems by learning from the data.

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Best Practices For Loading and Querying Large Datasets in GCP BigQuery

Analytics Vidhya

Source: dataedo.com It is designed to handle big data and is ideal for […] The post Best Practices For Loading and Querying Large Datasets in GCP BigQuery appeared first on Analytics Vidhya. Its importance lies in its ability to handle big data and provide insights that can inform business decisions.

Datasets 201
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How to Generate Synthetic Tabular Dataset

KDnuggets

Check out this article on using CTGANs to create synthetic datasets for reducing privacy risks, training and testing machine learning models, and developing data-centric AI products.

Datasets 137
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20+ Machine Learning Datasets & Project Ideas

KDnuggets

Finding good datasets to work with can be challenging, so this article discusses more than 20 great datasets along with machine learning project ideas for you to tackle today. Upgrading your machine learning, AI, and Data Science skills requires practice. To practice, you need to develop models with a large amount of data.

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