@MonaHamid
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Jul 28, 2025 · 2 min read · Why Traditional Search Falls Short Traditional keyword search engines can't handle semantic queries well.If someone searches for "How to change my password", a document titled "Reset your account credentials" might be ignored because the exact words ...
Join discussionJun 29, 2025 · 2 min read · Completed a comprehensive vector search homework using Qdrant and FastEmbed. Key learnings: normalized vectors simplify cosine similarity, combining text fields improves search quality, and smaller embedding models can still deliver great results. Th...
Join discussionJun 28, 2025 · 2 min read · Best Practices Journey In my journey through the MLOps Zoomcamp by DataTalks.Club, I've been learning how to apply software engineering best practices to machine learning projects. This week's focus was on testing and code quality, and I want to shar...
Join discussionJun 23, 2025 · 2 min read · Over the past few days, I tackled an IPO analysis assignment that turned into a pretty eye-opening deep dive into market behavior, risk, and technical indicators. Here's a breakdown of what I learned from it — and why you might want to replicate some...
Join discussionJun 23, 2025 · 3 min read · How I built an end-to-end monitoring system that catches ML model issues before they become business problems TL;DR Built a comprehensive MLOps monitoring pipeline using: 🔍 Evidently AI for drift detection 📊 Grafana for visualization ⚡ Slack for...
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