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AmirhosseinHonardoust / Think-Like-a-Data-Scientist

Star 20

A thought-provoking article exploring how to think like a data scientist, without writing a single line of code. Covers the mental framework behind curiosity, structured reasoning, hypothesis testing, and data-driven storytelling, helping readers build analytical intuition beyond tools or syntax.

learning open-source data-science machine-learning communication analytics experimentation problem-solving critical-thinking data-literacy knowledge-sharing mindset data-ethics career-advice data-storytelling scientific-thinking insight-generation ai-philosophy data-driven-decision evidence-based-reasoning
  • Updated Nov 11, 2025

AmirhosseinHonardoust / The-Illusion-of-Sudden-Failure

Star 9

A systems-thinking essay that explains why failure rarely happens suddenly. It shows how slow drift, accumulating pressure, and weakening buffers push systems toward collapse long before outcomes change, and why prediction-focused analytics miss the most important phase of failure.

theory drift complex-systems decision-support resilience early-warning-systems explainable-ai systems-thinking failure-analysis human-centered-ai ethical-ai transition-risk risk-detection ai-philosophy equilibrium-modeling ml-philosophy non-stationary-systems instability-modeling process-over-outcomes system-failure
  • Updated Dec 16, 2025

AmirhosseinHonardoust / Failure-is-a-Transition

Star 8

A systems-thinking essay that reframes failure as a gradual transition rather than a discrete outcome. It explains how pressure accumulation, weakening buffers, and hidden instability precede visible collapse, and why prediction-based models arrive too late to prevent failure in human-centered systems.

theory complex-systems decision-support early-warning-systems explainable-ai systems-thinking failure-analysis human-centered-ai interpretable-models ethical-ai transition-risk applied-systems risk-detection ai-philosophy equilibrium-modeling ml-philosophy non-stationary-systems modeling-instability instability-modeling process-over-outcomes
  • Updated Dec 14, 2025

Mesho2022 / Think-Like-a-Data-Scientist

Star 1

🔍 Develop a data scientist's mindset by mastering analytical thinking without coding, turning confusion into insights through clear, structured methods.

learning open-source data-science communication analytics experimentation problem-solving critical-thinking data-literacy knowledge-sharing mindset data-ethics career-advice data-storytelling scientific-thinking insight-generation ai-philosophy data-driven-decision
  • Updated Dec 22, 2025

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