@oneryalcin
Mehmet Öner Yalçın
@oneryalcin
Consultant Python Data Developer
United KingdomJoined November 2021
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Mehmet Öner Yalçın's blogs
Recently published
Building a Semantic Highlighter: Understanding Search Result Presentation Through Machine Learning - Part 2
Jul 22, 2025 · 14 min read · Part 2: Building a Semantic Highlighter from Scratch Chapter 1: The Foundation - Understanding Our Tools Let's build our semantic highlighter piece by piece. I'll be your guide, and we'll construct each component while understanding why it exists. Fi...
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Building a Semantic Highlighter: Understanding Search Result Presentation Through Machine Learning - Part 1
Jul 22, 2025 · 4 min read · Part 1: Why Highlighting Matters and How Machines Learn Relevance The Problem: Finding Needles in Haystacks Imagine you're searching for "how to prevent memory leaks in Python" and you get back a 5,000-word article about Python programming. Somewhere...
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The Elegant Dict-Object Hybrid: A Pythonic Design Pattern for Flexible Data Containers
May 16, 2025 · 9 min read · Introduction In Python development, we frequently work with structured data: configuration settings, API responses, form submissions, event logs, and more. Most developers reach for one of two common approaches: # Dictionary approach user_data = {"na...
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