Google Maps uses dynamic, user-sourced data for traffic speed gauging. However, it's prone to manipulation, for example, when a person tricked it into rerouting by walking with a bag full of phones.
@whats_ai
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Google Maps Traffic Prediction: Graph Neural Networks Explained
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Curious about Google Maps' travel time predictions? More than simple path-finding, it's backed by @GoogleDeepMind
's Graph Neural Network system (by @PetarV_93
), which uses real data like traffic, weather, roadblocks, and lights. -

Complete guide to master LLM skills from zero to hero
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A complete guide to start and improve your LLM skills in 2023 without an advanced background in the field and stay up-to-date with the latest news and state-of-the-art techniques! The complete article: https://
louisbouchard.ai/from-zero-to-h
ero-with-llms/
… All the links on GitHub: https://
github.com/louisfb01/star
t-llms
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PhD or Entrepreneurship: Aligning Career with Skills and Values
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Decisions like these are profoundly personal. Whether you choose the rigorous path of a Ph.D. or the dynamic world of entrepreneurship, the key is aligning with what resonates with your spirit, skills, and aspirations.
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Learning, Knowledge Sharing, and Career Growth in Tech
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• Those who enjoy learning and improving for long-term projects. • Individuals who derive satisfaction from sharing knowledge. • People who aspire to work in big companies that value formally recognised titles.
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Academic Career Paths in Research and Teaching Excellence
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• Individuals who love deep research. • Aspiring professors. • People who are okay with working on complex problems for long period. • Those who value contributing to a vast body of knowledge. • Individuals considering a career in academia or teaching.
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Who Should Consider a PhD After Dropping Out
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Who I think is a Ph.D. for… after dropping out of one I recently shared a video about my PhD, or rather, why I decided to quit. Here are my thoughts on who should consider doing one.
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LLMs Need User Control for Safe Powerful Applications
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LLMs are not yet generalists; they work best under user control. As they evolve, use them specifically for safe, shared, and powerful applications. Harness the AI's usefulness while mastering it.
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LLMs Develop Apps Through Agent-Based Models and Strategy
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LLMs can develop code-based apps, manage complex tasks, and construct business models with proper strategy. MetaGPT and Baby AGI models use distinct agents, guided by human SOPs for precision for the former.
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LLMs Support Writing Coding and Skill Acquisition Tasks
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Whether it's a business strategy AI or one based on Plato's works, LLMs provide invaluable support in tasks like writing, coding and skill acquisition.