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How to Build a Baseline Model

Towards Data Science

A pragmatic approach for building a baseline model to understand your data. Code and examples in Python.

Build Baseline Models Effortlessly With Sklearn

Daily Dose of Data Science

Before developing a complex ML model, it is always sensible to create a baseline first. The baseline serves as a benchmark for the engineered model. Moreover, it ensures that the model is better than ...

Creating Baseline Machine Learning Models

Towards Data Science

Creating a Machine Learning model includes a lot of preprocessing where we manipulate features and target variables to make data ready for a machine learning model. This preprocessing includes…

Baseline Models in Time Series

Towards Data Science

So you’ve collected your data. You’ve outlined the business case, decided on a candidate model (e.g. Random Forest), set up your development environment, and your hands are at the keyboard. You’re rea...

Does your model beat the baseline?

Towards Data Science

Let’s compare our model with a trivial baseline Continue reading on Towards Data Science

Data Preprocessing & Baseline Model

Analytics Vidhya

we are going to preprocess our data to get inputs to a model, then use the ExtraTreesClassifier as a baseline model and get a baseline performance

What is a time series baseline model and how is it used?

Python in Plain English

A baseline prediction will give the data scientist an idea of how well other models are likely to perform on the time series problem. Continue reading on Python in Plain English

Choosing a Baseline Accuracy For a Classification Model

Towards Data Science

Choose a baseline accuracy for your machine learning classification model. How to calculate your baseline accuracy and demonstrate that your model has skill on a problem.

How to Set Performance Baseline for Your Machine Learning Project Effectively?

Towards AI

When starting work on a machine learning project, one of the most useful first steps to take is to establish a performance baseline and is… Continue reading on Towards AI

Baseline Models: Your Guide For Model Building

Towards Data Science

A brief look into a necessary component in machine learning projects Continue reading on Towards Data Science

What Are Baseline Models and Benchmarking For Machine Learning, Why We Need Them?

Towards AI

We can train a machine learning model with any prepared data but how can we be sure about the machine learning model learned from train data? The objective of this article is to explain baseline…

How To Get Baseline Results And Why They Matter

Machine Learning Mastery

Last Updated on June 27, 2017 In my courses and guides, I teach the preparation of a baseline result before diving into spot checking algorithms. A student of mine recently asked: If a baseline is not...