Prediction vs. Search Models: What Data Scientists Are Missing
As data scientists, we’ve become extremely focused on building algorithms, causal/predictive models, and recommendation systems (and now genAI). We optimize ...
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Temporal-Difference Learning and the Importance of Exploration: An Illustrated Guide
Indeed, RL provides useful solutions to a variety of sequential decision-making problems. Temporal-Difference Learning (TD learning) methods are a popular subset of ...
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Eulerian Melodies: Graph Algorithms for Music Composition
composers are known to reuse motifs (i.e., characteristic note progressions or melodic fragments) across their works. For example, famous Hollywood ...
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Building Fact-Checking Systems: Catching Repeating False Claims Before They Spread
: Why We Need Automated Fact-Checking In comparison to the traditional media, where articles are edited and verified before getting ...
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Building LLM Apps That Can See, Think, and Integrate: Using o3 with Multimodal Input and Structured Output
, the standard “text in, text out” paradigm will only take you so far. Real applications that deliver actual value ...
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Deploying a PICO Extractor in Five Steps
language models has made many Natural Processing (NLP) tasks appear effortless. Tools like ChatGPT sometimes generate strikingly good responses, leading ...
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Building a Unified Intent Recognition Engine
systems, understanding user intent is fundamental especially in the customer service domain where I operate. Yet across enterprise teams, intent ...
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Building Research Agents for Tech Insights
ChatGPT something like: “Please scout all of tech for me and summarize trends and patterns based on what you think ...
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Why Context Is the New Currency in AI: From RAG to Context Engineering
, I saw our production system fail spectacularly. Not a code bug, not an infrastructure error, but simply misunderstanding the ...
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Implementing the Coffee Machine in Python
of the easiest programming languages, and one that encapsulates within itself diversity and the potential to include code as complex ...
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