Jan 16
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Why do 95% of AI initiatives fail to reach production? In this video, we break down the "AI Production Challenge" and explore the foundational concepts every professional and leader needs to master: Semantic Search and Vector Embeddings. While traditional search engines rely on exact keyword matching, AI-powered systems (like ChatGPT and Gemini) use semantic understanding to grasp a user's true intent and context. We’ll walk through the mathematical frameworks: including Cosine Similarity and Dot Products that allow machines to turn text into vectors and calculate "closeness" in a mathematical space. What You’ll Learn: - The fundamental difference between Keyword Search and Semantic Search. - How Vector Embedding models transform text into numerical data. - How to use Semantic Intent Routing to connect users with the right knowledge bases or AI agents. - How LLMs (Large Language Models) resolve ambiguity when similarity scores are nearly identical. - A real-world production case study on optimizing cloud costs using AI. Whether you’re a developer, an organizational leader, or an AI enthusiast, understanding these first principles is the key to building scalable, reliable AI solutions. ------------------------------------------------------------------------------------------------------------------------- Level up your AI career! Visit careerlink.ai to explore our upcoming courses on Retrieval Augmented Generation (RAG), AI leadership, and more. Chapters: The AI Production Challenge: The Implementation Gap Why Traditional Search Feels Outdated Keyword Search vs. Semantic Search (The Everest Example) Semantic Intent Routing for Organizations Understanding Intent: The Core of Semantic Search Introduction to Vector Embeddings Mathematical Foundations: Cosine Similarity Calculating Similarity Scores with Dot Products Visualizing Semantic Vector Proximity Production Case Study: Cloud Bill Optimization Using LLMs to Resolve Ambiguity Next Steps: Mastering RAG and Vector Databases ------------------------------------------------------------------------------------------------------------------------- Music by Vincent Rubinetti Download the music on Bandcamp: https://vincerubinetti.bandcamp.com Stream the music on Spotify: https://open.spotify.com/artist/2SRhEEt2tlDQWxzwfUo9Dl ------------------------------------------------------------------------------------------------------------------------- #AI #MachineLearning #SemanticSearch #VectorEmbeddings #LLM #DataScience #ArtificialIntelligence #CareerlinkAI