2204-page mathematics PDF ebook:
"Algebra, Topology, Differential Calculus, and Optimization Theory For Computer Science and Machine Learning" Find it here: https://
cis.upenn.edu/~jean/gbooks/g
eomath.html
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EDUCATION
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Free Mathematics PDF Resource for AI and Machine Learning
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Indian AI Startups Global Acceleration Program Cohort II
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Meet the 10 startups of Cohort II—taking Indian AI innovation to the world.
Cohort II of the IndiaAI Startups Global Acceleration Program brings together 10 high-potential startups driving real-world impact across sectors. Startup in Spotlight: InLustro Learning (HR Tech) -
ChatGPT Unlocking New Clinical Use Cases for Healthcare
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ChatGPT for Clinicians unlocking new use cases:
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Teaching Codex to Indian developers through education initiative
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pleasure was all mine mate! looking forward to teaching millions of developers across India the power of Codex with you!
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Codex Adoption Grows Across India Dev Community
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Just got back home after a pretty rewarding but tiring week in India! ❤️
— Vaibhav (VB) Srivastav (@reach_vb) 25 avril 2026
Incredibly proud to see the Codex adoption across developers, startups and enterprises in India
Our Codex ambassadors organised hackathons in Bangalore, Hyderabad and Delhi (with Kochi this weekend) – so… pic.twitter.com/wZV97Lul8QJust got back home after a pretty rewarding but tiring week in India! Incredibly proud to see the Codex adoption across developers, startups and enterprises in India Our Codex ambassadors organised hackathons in Bangalore, Hyderabad and Delhi (with Kochi this weekend) – so
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AI Paper Review: Addressing Hallucinations and Privacy Concerns in Models
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There is also too much focus on two issues in discussions of paper reviewing: hallucinations & privacy. Hallucinations are not gone, but the latest models rarely hallucinate sources (& it is relatively easy to make the human responsible) And you can get IP compliance easily now
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Academic Society Prohibits AI Reviews Despite Evidence for Mandatory Use
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The most prominent academic society in my field (the Academy of Management) prohibits AI use in reviews, when the evidence suggests it should be mandatory to run AI reviews (with human discretion, of course). https://
elliottash.com/wp-content/upl
oads/2026/04/Kohler-Zollikofer-Einsiedler-Hoyle-Ash-Read-Paper-Write-Code-Agentic-Reproduction-Social-Science-Results.pdf
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AI Agents Reconstructing Academic Papers Independently
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I think that academia has not absorbed the fact that AI agents are now good enough to independently reconstruct complex papers without access to code or the papers themselves; just the methods & data. They aren’t perfect but the errors are often in the human paper, not the AI.
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Academia Needs External Oversight to Combat Institutional Decline
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Academia is crucial to the survival of our civilization, but without effective external oversight and pruning, it evidently succumbs to the corrupting forces of entropy, declining peer quality and self serving ideology.
