Developers

Content written for developers. Developer Education (DevEd) explores topics in technology and management, to learn new skills for Backend, Frontend, Data Science, and more.

Nathaniel Tjandra

September 30, 2021

Edit: April 19, 2022

Nathaniel Tjandra

September 30, 2021

Edit: April 19, 2022

In part 3, we’ll be looking at how to apply transformations to our datasets in order to calculate the cost of a golden ticket to survive on the Titanic.

Nathaniel Tjandra

September 23, 2021

Edit: November 23, 2021

Nathaniel Tjandra

September 23, 2021

Edit: November 23, 2021

Improve user experience by transitioning from a searching experience to a surfing experience. Learn how to do filter, sort, and group data with Python.

Xiaoyou Wang

September 16, 2021

Edit: March 31, 2023

Xiaoyou Wang

September 16, 2021

Edit: March 31, 2023

Without good performance, machine learning (ML) models won’t provide much value. Introducing, strategies to improve model performance metrics and runtime.

Nathaniel Tjandra

September 14, 2021

Edit: February 23, 2022

Nathaniel Tjandra

September 14, 2021

Edit: February 23, 2022

When working with AI, it’s important to know how to import data sets, read through tables, and understand what the structure is.

Nathaniel Tjandra

August 26, 2021

Edit: April 22, 2022

Nathaniel Tjandra

August 26, 2021

Edit: April 22, 2022

The 2 metrics in regression. Mean Absolute Error is best for simple, orderly datasets. Root Mean Squared Error is best for complex, chaotic datasets.

Xiaoyou Wang

August 19, 2021

Edit: September 28, 2022

Xiaoyou Wang

August 19, 2021

Edit: September 28, 2022

You'll understand what SHAP values are as we walk you through a real life example. We'll outline how you can use them to interpret & explain ML models.

Tommy Dang

July 15, 2021

Edit: April 19, 2022

Tommy Dang

July 15, 2021

Edit: April 19, 2022

Developers know what machine learning is, what it can be used for, and have ideas on how to apply it to improve user experience, but lack the right tools.

John Patrick Hinek

June 16, 2021

Edit: April 19, 2022

John Patrick Hinek

June 16, 2021

Edit: April 19, 2022

Harnessing the power of AI can be magical and impactful. Before mastering this ability, one must understand the basic foundation of AI. We’ll go over basic math concepts, common prediction types, and popular algorithms.

Tommy Dang

June 10, 2021

Edit: February 24, 2022

Tommy Dang

June 10, 2021

Edit: February 24, 2022

In this tutorial, we’ll use the Titanic dataset to predict which passengers survived by using information on each passenger, location, gender, and more.