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Important data science and machine learning concepts explained simply.

Explainers
July 14, 2022

Model Training with Machine Learning

Welcome to Part 6 of our Data Science Primer. In this guide, we will take you step-by-step through the model training process. Since we've already done the hard part, actually fitting (a.k.a. training) our

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Explainers
July 14, 2022

Algorithm Selection for Machine Learning

Welcome to Part 5 of our Data Science Primer. Choosing the right ML algorithm for your task can be overwhelming. There are dozens of options, each with their own advantages and disadvantages.

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Explainers
July 14, 2022

Feature Engineering for Machine Learning

Welcome to Part 4 of our Data Science Primer. In this guide, we'll see how we can perform feature engineering to help out our algorithms and improve model performance. Remember, out of all the

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Explainers
July 14, 2022

Data Cleaning for Machine Learning

Welcome to Part 3 of our Data Science Primer. In this guide, we'll teach you how to get your dataset into tip-top shape through data cleaning. Data cleaning is crucial, because garbage in

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Explainers
July 14, 2022

Exploratory Analysis for Machine Learning

Welcome to Part 2 of our Data Science Primer. Exploratory analysis is essential for effective data science because it helps you avoid wild goose chases and dead ends. This step

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Explainers
July 14, 2022

The Machine Learning Workflow: Bird’s Eye View

Welcome to Part 1 of our Data Science Primer. This bird's eye view of the machine learning workflow will give you an end-to-end blueprint for data science and applied ML. You'll

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Explainers
July 6, 2022

15 Ways Machine Learning Will Impact Your Everyday Life

Artificial intelligence (AI), specifically machine learning, is now considered to be one of the biggest innovations since the microchip. AI used to be a fanciful concept from science fiction, but

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July 6, 2022

Open Source vs Commercial Machine Learning Software

At the start of any machine learning project, you face an important choice: Which language or software should I use? Well, you have many options to choose from. Python, R, SAS, MATLAB…

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Explainers
July 6, 2022

Overfitting in Machine Learning: What It Is and How to Prevent It

Did you know that there’s one mistake… ...that thousands of data science beginners unknowingly commit? And that this mistake can single-handedly ruin your machine learning model? No, that’s not an exaggeration. We’re talking

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