Prediction vs. Search Models: What Data Scientists Are Missing

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

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

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

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

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

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

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

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

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

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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