When you think of data science, what comes to mind? For many people, when that question is asked, machine learning is the first thing they think about. However, data science is a much broader field than machine learning. This blog…
This blog post will discuss the modeling portion of our first project in our Dataset2API series. This project focuses on creating a salary API that will allow users to query for average salaries based on job titles, locations, years of…
It’s no secret that data science and machine learning are two of the most in-demand skills right now. Choosing the correct tool for the job is vital if you’re looking to make a career change into one of these fields…
This blog post will discuss Feature Engineering for our first project in our Dataset2API series. This project focuses on creating a salary API that will allow users to query for average salaries based on job titles, locations, years of experience,…
This blog post will discuss EDA (exploratory data analysis) for our first project in our Dataset2API series. This project focuses on creating a salary API that will allow users to query for average salaries based on job titles, locations, years…
Bootstrapping is a resampling method that is used in machine learning. It is a widespread technique due to its flexibility since it does not require anything other than your training dataset (that I presume you already have). This blog will…
When most people think about artificial intelligence, they automatically assume some machine learning goes on. After all, how could you have an AI system without machine learning? But what if there was a way to create AI without machine learning? …
Can you even do face recognition without machine learning? Well, the answer depends on how you define “machine learning.” If we define machine learning as machine-learned rules crafted from training data, then the answer is yes – we won’t need…
Epochs in machine learning can be confusing for newcomers. This guide will break down epochs and explain what they are, how they work, and why they’re important. We’ll also dive deep into Epochs’ relationship with Batch size and iterations. Deep…