Big Data Machine Learning & AI
Methods for Anomaly Detection
There are many instances where you might want to identify anomalies in data, from quality...
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Big Data Machine Learning & AI
Leak Detection Analysis
Detecting leaks in pipes is crucial for damage prevention and resource conservation. Traditional leak detection...
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Big Data Machine Learning & AI
No Free Lunch Theorem
The “No Free Lunch Theorem” is often referenced in the context of Machine Learning (ML)...
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Big Data Machine Learning & AI
Trees vs. Neural Network
Tree-based algorithms or neural networks for time series data Neural networks and tree-based models are...
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Big Data Machine Learning & AI
Data Science – Model Cross-Validation
When modeling data, it is important to validate the model and to understand how accurate...
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Big Data Machine Learning & AI
Data Science – Lag Features
A time series is a collection of values corresponding to known points in time, e.g.,...
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Big Data Machine Learning & AI
Imbalanced Data
Data analysis can often involve the equivalent of looking for a needle in a haystack...
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Big Data Machine Learning & AI
Gradient Boosted Trees
In addition to random forests, another popular tree-based ensemble model is Gradient Boosted Trees. The...
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Big Data Machine Learning & AI
Random Forests
A decision tree is a simple classification algorithm. For a given data point, it starts...
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Big Data Machine Learning & AI
When to use Machine Learning
Machine Learning (ML) and Artificial Intelligence (AI) are at the forefront of many technologies. ML...
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Big Data Machine Learning & AI
Stochastic Process Simulations and Variability Analysis
Stochastic Process Simulations and Variability Analysis In addition to knowing how inputs affect the average...
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Big Data Machine Learning & AI
Data Science – Non-parametric Regression
This post was originally published in two parts which have been combined below. Part 1...
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