Today you’ll learn how to explain machine learning models to the general population. We’ll use three different plots for interpretation — one for a single prediction, one for a single variable, and one for the entire dataset. After reading this article, you shouldn’t have any problems ...
For data science teams to succeed, business leaders need to understand the importance of MLops, modelops, and the machine learning life cycle. Try these analogies and examples to cut through the jargon.
How to Explain AI, Machine Learning and Natural Language Processing Artificial intelligence (AI), machine learning (ML), and natural language processing (NLP) are three of the most powerful technologies that our modern society has access to. Theycan process datain huge quantities in a way that ...
As you might explain to a friend or adult family member, machine learning is the process of training a computer model using datasets and algorithms. Really, thesealgorithmsthat form the heart of machine learning have been around for decades, but computers have only recently reached the level of ...
Local Interpretable Model-agnostic Explanations, also known as LIME, was proposed by Marco Tulio Ribeiro in 2016. As the name suggests, it is a procedure that uses local models to explain the predictions made by any model. To use LIME, we need: ...
How do I explain these results to business stakeholders? How much room for improvement is left? Improving and tuning your models.You'll rarely reach the best model on your first try. You need to understand the nuances of different tuning parameters and regularization methods.If my model is ove...
How do you explain what machine learning is to the uninitiated software engineer? Read on for one perspective on doing so.
While preparing for interviews in Data Science, it is essential to clearly understand a range of machine learning models -- with a concise explanation for each at the ready. Here, we summarize various machine learning models by highlighting the main poin
The adoption of explainable machine learning techniques facilitates the understanding of established laws and properties of models, while improving our ability to predict and explain consumer behavior. The correlation between behavioral patterns, purchase decisions, and recommended ads in advertisements can ...
Consider how the solution to the problem will be used and what type of lifetime you expect the solution to have. As programmers we often think the work is done as soon as the program is written, but really the project is just beginning it’s maintenance lifetime. ...