Common Types of ML Algorithms for Search
There are many types of algorithms that can be engaged for ranking mechanisms, depending on the need of the organization. Here’s a breakdown of various types of machine learning algorithms …
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Vision and Strategy for Machine Learning in Search
How do we get from here to there? Align Vision to Organization The very first step in embarking on switching to a machine learning search strategy is a keen understanding …
Training & Evaluating ML Models
Training Models The first step in a typical machine learning workflow is training. Training is the process of passing training data with the target or target attribute to a model …
Building a Machine Learning Team
Having the right resources in place for building a machine learning model is a critical step. Unlike heuristics models, machine learning approaches need somewhat more specialized skills. In general, the …
Two-stage Recommender Systems
The current industry standard for search engines and recommendation systems divides itself into two distinct functions. This is known as the “two-stage recommender system” and is commonly considered the best …
Heuristics vs. Machine Learning in Search
In this document, I will review Heuristics-based vs. Machine Learning based algorithm search engine strategies. What Heuristics-based algorithms are and when they are useful What Machine Learning algorithms are and …