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Semantic Search with FAISS From Theory to Production
Semantic search has revolutionized how we find and retrieve information. Unlike traditional keyword-based search, semantic search understands the meaning and context behind queries, enabling more intelligent and relevant results. In this comprehensive guide, we'll explore how to implement production ready semantic search systems using FAISS (Facebook AI Similarity Search) and sentence transformers.
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Building Scalable Backend Systems with FastAPI and PostgreSQL
Building scalable backend systems is one of the most critical aspects of modern software development. In this comprehensive guide, we'll explore how to design and implement robust backend architectures using FastAPI and PostgreSQL that can handle millions of requests while maintaining high performance and reliability.
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Winning Kaggle Competition is a Piece of Cake!
This post is about how I won the KaggleX Skill Assessment Machine Learning Competition. Disclaimer I was just a beginner in machine learning and Kaggle competitions when I started. This competition ran for about 20 days, and I improved day by day and climbed up the leaderboard. Initially, I was ranked around 368-ish on the private leaderboard, but when the competition ended, the tables turned and I was Rank 1.