Kartik Shenoy – Medium

Published in Towards Data Science

·Jan 17, 2021

Keystroke Dynamics Analysis and Prediction — Part 2/2 (Model Training)

If you haven’t read the previous article, do check out Keystroke Dynamics Analysis and Prediction — Part 1 (EDA). In the previous article, I have discussed the keystroke dynamics, its purpose and challenges. Now, continuing the discussion of the keystroke analysis, let’s first prepare the data in the format that…

Machine Learning

6 min read

Keystroke Dynamics Analysis and Prediction — Part 2 (Model Training)

Published in Towards Data Science

·Jan 17, 2021

Keystroke Dynamics Analysis and Prediction — Part 1/2 (EDA)

Every keystroke has a story to tell! — Every user types millions of keystrokes in their lifetime. Even though there are many factors that affect the keystrokes patterns, there still are some hidden signatures of keystroke patterns that every user leaves behind. This is one of the many techniques that companies have started using to authenticate the user…

Machine Learning

6 min read

Keystroke Dynamics Analysis and Prediction — Part 1 (EDA)

Jul 23, 2020

LSTM Back-Propagation — the Math Behind the Scenes

LSTM (Long Short Term Memory) is an RNN-based network architecture mainly used for sequence analysis in the domain of Deep Learning. This could be used to create language models, understand the sentiment of a sentence and learn patterns in sentences, audio clips and other sequences. This post assumes that you…

Lstm

3 min read