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Methods to Use Easy Data Contracts in Python for Data Scientists

Let’s be honest: we've all been there. It’s Friday afternoon. You’ve trained a model, validated it, and deployed the inference pipeline. The metrics look green. You close up your laptop for the weekend, and luxuriate...

Stepwise Selection Made Easy: Improve Your Regression Models in Python

To get probably the most out of this tutorial, you need to have already got a solid understanding of how linear regression works and the assumptions behind it. You must also bear in mind...

Time Series Forecasting Made Easy (Part 3.2): A Deep Dive into LOESS-Based Smoothing

In Part 3.1 we began discussing how decomposes the time series data into trend, seasonality, and residual components, and because it is a smoothing-based technique, it means we want rough estimates of trend...

Confusion Matrix Made Easy: Accuracy, Precision, Recall & F1-Rating

we cope with classification algorithms in machine learning like Logistic Regression, K-Nearest Neighbors, Support Vector Classifiers, etc., we don’t use evaluation metrics like Mean Absolute Error (MAE), Mean Squared Error (MSE) or Root...

Easy Guide to Multi-Armed Bandits: A Key Concept Before Reinforcement Learning

make smart decisions when it starts out knowing nothing and may only learn through trial and error? This is strictly what one in all the best but most vital models in reinforcement learning is...

GraphRAG in Motion: A Easy Agent for Know-Your-Customer Investigations

the world of monetary services, Know-Your-Customer (KYC) and Anti-Money Laundering (AML) are critical defense lines against illicit activities. KYC is of course modelled as a graph problem, where customers, accounts, transactions, IP addresses,...

Time Series Forecasting Made Easy (Part 2): Customizing Baseline Models

you for the sort response to Part 1, it’s been encouraging to see so many readers all for time series forecasting. In Part 1 of this series, we broke down time series data into...

Self-Authenticating Images Through Easy JPEG Compression

Concerns concerning the risks posed by tampered images have been showing up recurrently within the research over the past couple of years, particularly in light of a brand new surge of AI-based image-editing frameworks...

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