In this post I will look at “Regularization” in order to address an important problem that is common with implementations, namely over-fitting. We’ll go through for logistic regression and linear regression. After getting the equations for regularization worked out we’ll look at an example in Python showing how this can be used for a badly over-fit linear regression model.

Windows 10 Reset
Are you interested in a clean install of Windows 10? Or maybe you just want to improve system performance and reliability but retain files and folders? This guide will simplify the Windows 10 reset process to help get your system back on track. Please make sure your data is sufficiently backed up before hand!
Machine Learning and Data Science: Logistic Regression Theory
Logistic regression is a widely used Machine Learning method for binary classification. It is also a good stepping stone for understanding Neural Networks. In this post I will present the theory behind it including a derivation of the Logistic Regression Cost Function gradient.

Need help moving from Mac to PC?
Regardless of why you are considering moving from Mac to PC, we understand that you probably have a host of questions and concerns. In this article, we want to address a number of questions we get asked over and over from people looking to make the move to PC.

SIGGRAPH 2017
Puget Systems will be exhibiting at SIGGRAPH 2017 in Los Angeles, CA. Be sure to swing by our booth (1119) to talk with us about your work!
An Introduction to Understanding 8-bit vs. 10-bit Hardware
If you are a photo or video editor wondering if you should go with 8-bit or 10-bit hardware, this article is for you!
Machine Learning and Data Science: Linear Regression Part 6
This will be the last post in the Linear Regression series. We will look at the problems of over or under fitting data along with non-linear feature variables.
The Best Service for Sharing Large Files
Over the past few years, customers have asked us to recommend a service for sharing large files. In the past I’ve recommended Dropbox to those sending files under 2GB. But what if you need to send a really large file, say a 50GB file? And what if you need to send that 50GB file to five people in different locations?
Unreal Engine 4.16 CPU Comparison: Skylake-X, Kaby Lake-X, Broadwell-E, Skylake, Ryzen 7
In this article we will be examining how the new Skylake-X and Kaby Lake-X CPUs on X299 compare to the previous generation Intel CPUs and AMD’s Ryzen CPUs in Unreal Engine Editor.

X299 vs X99: What is the Difference?
With the release of the first Skylake-X and Kaby Lake-X CPUs, Intel has also launched the new X299 chipset. But what makes it different from the old X99 chipset?




