Transcoding time prediction

The project is not associated with Youtube company in any way, just the metadata of videos

How much time does it take to transcode the video?

Dataset & Problem

168286 instances
22 columns
Two sets of independent variables
Regression problem
Correlation by definition

Features of a video stream

i-p-b frames
Bitrate
Codec
Frame dimensions

I-frame

P-Frame

B-Frame

Direct correlation with data amount

Bitrate

Frame size

Directly increases size of i-frame
Not too significant in other frames
Affects needed computational resources

Clear specs

High correlation

https://archive.ics.uci.edu/ml/datasets/Online+Video+Characteristics+and+Transcoding+Time+Dataset

Harvard

Deneke, Tewodors, Habtegebreil Haile, Sébastien Lafond, and Johan Lilius. "Video transcoding time prediction for proactive load balancing." In 2014 IEEE International Conference on Multimedia and Expo (ICME), pp. 1-6. IEEE, 2014.

References