Keyword Analysis & Research: cold start in machine learning


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What is cold start in Computer Science?

Cold start is a potential problem in computer-based information systems which involves a degree of automated data modelling. Specifically, it concerns the issue that the system cannot draw any inferences for users or items about which it has not yet gathered sufficient information.

What is it like to face cold-start problems in machine learning?

The experiences for data scientists who face cold-start problems in machine learning can be very similar to those, especially the excitement when our models begin moving forward with increasing performance. We will itemize several examples at the end.

What is a cold-start problem in data science?

We present an array of examples showcasing the cold-start problems in data science where the algorithms and techniques of machine learning produce the good judgment in model progression toward the optimal solution. By Kirk D. Borne, Booz Allen.

What is cold start problem in recommender?

Specifically, it concerns the issue that the system cannot draw any inferences for users or items about which it has not yet gathered sufficient information. The cold start problem is a well known and well researched problem for recommender systems.


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