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

December 7, 2021

Nathaniel Tjandra

December 7, 2021

Many invest heavily into remarketing strategies with vendors, but what about building your own? Leverage existing consumer data for your next campaign.

Nathaniel Tjandra

December 2, 2021

Nathaniel Tjandra

December 2, 2021

Apply feature engineering by converting time series data to numerical values for training machine learning models.

Nathaniel Tjandra

November 18, 2021

Edit: April 13, 2022

Nathaniel Tjandra

November 18, 2021

Edit: April 13, 2022

When collecting consumer data, there are times when you’re unable to retrieve all the data so you’ll want to “guestimate” what the data should be.

Nathaniel Tjandra

November 12, 2021

Edit: September 28, 2022

Nathaniel Tjandra

November 12, 2021

Edit: September 28, 2022

Machines have an easy time understanding numbers, but can't comprehend meaning. Learn techniques to scale numerical data to better grasp your data.

Nathaniel Tjandra

November 4, 2021

Edit: November 22, 2021

Nathaniel Tjandra

November 4, 2021

Edit: November 22, 2021

Machines have a hard time understanding data humans can read. Apply encoding on qualitative data to train models more efficiently.

Nathaniel Tjandra

October 27, 2021

Edit: November 22, 2021

Nathaniel Tjandra

October 27, 2021

Edit: November 22, 2021

As a step towards data processing, learn how to merge multiple datasets together and analyze the story behind the data.

Nathaniel Tjandra

October 21, 2021

Nathaniel Tjandra

October 21, 2021

Learn how to use AI to select your next outfit that matches the occasion. Featuring Pandas and the merge function to find all combinations.

Nathaniel Tjandra

October 18, 2021

Edit: November 23, 2021

Nathaniel Tjandra

October 18, 2021

Edit: November 23, 2021

Before training ML models from multiple datasets, we need to understand how datasets work together. We’ll cover relationships in data using join and merge.

Nathaniel Tjandra

October 11, 2021

Edit: November 24, 2021

Nathaniel Tjandra

October 11, 2021

Edit: November 24, 2021

In AI, it’s common to combine data; especially when training models. We’ll cover how to look at relationships when combining dataframes with concat.

Nathaniel Tjandra

October 4, 2021

Edit: April 19, 2022

Nathaniel Tjandra

October 4, 2021

Edit: April 19, 2022

DevEd is a new branch of technical content creation for product developers, focused on giving back to the community by creating quality content.