Zero-Shot Learning
Zero-Shot Learning: I am particularly interested in this use-case as almost every organization I have worked for has some sort of cold start or zero-shot learning problem. Recently, I read …
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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 …
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 …
Vision & Strategy for eCommerce Search
How did I shape the Vision and Strategy for this product? Upon joining a major international food distribution company in August 2018, tasked with modernizing its operations, my focus gravitated …
Roadmap Planning eCommerce Search
Building a roadmap aligned with industry best practices entails a structured approach that prioritizes customer-centricity, iterative development, and cross-functional collaboration. Given the heuristic-based approach, the roadmap would emphasize enhancing usability, …
Backlog Building eCommerce Search
During the execution of the project, the backlog was meticulously crafted to align with the vision, strategy, and roadmap for the eCommerce search platform while ensuring alignment with the quarterly …