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How to Use the SHAP-IQ Package to Uncover and Visualize Feature Interactions in Machine Learning Models Using Shapley Interaction Indices (SII)
«`html Understanding the Target Audience The target audience for this tutorial includes data scientists, machine learning practitioners, and business analysts interested in enhancing their understanding of machine learning model interpretability. They likely work in industries such as finance, healthcare, logistics, and technology, where predictive modeling plays a significant role in decision-making processes. Pain Points: Difficulty… →
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A Coding Guide to Build Intelligent Multi-Agent Systems with the PEER Pattern
«`html A Coding Guide to Build Intelligent Multi-Agent Systems with the PEER Pattern This tutorial provides a comprehensive overview of constructing a multi-agent system based on the PEER pattern: Plan, Execute, Express, and Review. The entire workflow is executed in Google Colab/Notebook, integrating specialized agents and utilizing Google’s Gemini 1.5 Flash model via a free… →
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Meet Trackio: The Free, Local-First, Open-Source Experiment Tracker Python Library that Simplifies and Enhances Machine Learning Workflows
Meet Trackio: The Free, Local-First, Open-Source Experiment Tracker Python Library that Simplifies and Enhances Machine Learning Workflows Understanding the Target Audience for Trackio The primary audience for Trackio includes individual researchers, small teams, and data scientists engaged in machine learning projects. These users often face challenges such as complicated setup processes, high costs of proprietary… →
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Is It a Coin Flip or Is It Justice? It Could Be Both.
When a case reaches trial, the judge is expected to be an impartial referee who ensures that justice is served. But new research suggests that a judge’s ultimate decision is often as arbitrary as the flip of a coin—which may actually be a sign of a healthy justice system. Centuries of legal research have shown… →
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How Trade Secrets Fuel the International Auto Industry
In 2001, the Chinese auto industry sold fewer than a million cars. By 2017, it was responsible for more than a third of all the cars produced or sold on earth. Quality improved, too: between 2001 and 2014, malfunction rates in domestic Chinese passenger vehicles fell by 75 percent. How did this growth happen so… →
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When Banks Get Picky about Lending, the Economy May Suffer
An entrepreneur arrives at a bank and asks for funding; a family asks for a mortgage; a medium-sized business asks for a loan. Whether the bank provides financing in each case boils down to the question of lending standards. With looser standards, the borrowers are more likely to get their money, while with tighter standards,… →
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When AI Thinks Too Much Like a Human
Earlier this year, AI developer Anthropic released a new model that can spend more time “thinking” through a problem, similarly to the way a person might. Stanford and IBM developed AI “twins” of more than 1,000 people that supposedly reason and make decisions just like their real-life counterparts. The hope, for many companies in this… →
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Surge Pricing in Aisle Five?
When Uber started its surge pricing policy in late 2011, outrage quickly ensued. Horror stories emerged about rides on New Year’s Eve or during snowstorms costing multiple times the standard rate—in one case, 50 times the regular fare. So when U.S. grocery retailers like Walmart and Kroger announced in 2024 that they would start using… →
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Three-dimensional multiple object tracking (3D-MOT) performance in young soccer players: Age-related development and training effectiveness
CONCLUSIONS: This research provide evidence that the 3D-MOT performance of young soccer players exhibits an increase between 13 and 15. Moreover, the results showed a significant training improvement in youth soccer players, but there was no significant relationship between the age-related development of 3D-MOT and the training effect in young soccer players. The above results… →
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Lessons from Canva’s CCO
Hello and welcome to The GTM Newsletter by GTMnow – read by 50,000+ to scale their companies and careers. GTMnow shares insight around the go-to-market strategies responsible for explosive company growth. GTMnow highlights the strategies, along with the stories from the top 1% of GTM executives, VCs, and founders behind these strategies and companies. When… →