Socratic Mirror
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wiki/工程实践与系统学习.md

工程实践与系统学习

[AI Synthesis] 由 5 份压缩摘要交叉孵化的新 L1 主题(mean conf 0.77,max 0.80)。

Core patterns

Distillation (2026-06-16) - source: ../raw/_posts/2015-03-06-facerecognition_with_opencv.md

[Literal] This post summarizes approaches and ideas for face recognition using OpenCV, focusing on geometric features, Eigenfaces, and Local Binary Patterns Histograms (LBPH). > [Literal] Geometric features utilize marker points like eyes, ears, and noses to build feature vectors based on distances and angles. > [AI Synthesis] The core idea behind Eigenfaces is dimensionality reduction, assuming facial images can be represented in a lower-dimensional subspace capturing most of the variance.

Distillation (2026-06-16) - source: ../raw/_posts/2016-03-31-notes-on-android-sdk-dev.md

[Literal] Notes from sharing Android NDK workflow: glue C/C++ into shared libs via Android.mk and Application.mk. [AI Synthesis] Emphasis is on linker mechanics and choosing static vs dynamic libraries. - [Literal] Android.mk defines per-module properties; Application.mk defines app-wide module properties. - [Literal] Good dev tooling matters—Eclipse called terrible for this task.

Distillation (2026-06-16) - source: ../raw/_posts/self/2019-04-07-interview.md

ML 面试基础:bias/variance 权衡;反向传播、dropout;word2vec predictive vs GloVe count-based。 - Bias:欠拟合;Variance:过拟合→正则化。 - NN 训练误差小但测试误差可能大;非线性激活;dropout 防过拟合。 - word2vec 预测 context;GloVe 基于共现计数。 - 社交:返工前还要准备/学什么;System Analyst;物流供应链电商方向。 - (Source: raw/_posts/self/2019-04-07-interview.md)

Distillation (2026-06-16) - source: ../raw/origin-apple-notes/HSMC.md

[Literal] The inventory covers professional competencies, general skills, health matters, and personal relationships. [AI Synthesis] The structure suggests a self-assessment or goal-setting exercise. - [Literal] Hard skills identified include NLP + ML, programming + systems knowledge, and writing abilities. - [Literal] Soft skills and general goals listed include communication skills, fluency in Cantonese, improving English, learning to drive, swimming, music, and reading.

Distillation (2026-06-16) - source: ../raw/origin-apple-notes/work insight.md

[Literal] Achievement is defined as (Success Rate × Influence) × Speed. [AI Synthesis] This suggests that sustained achievement requires optimizing the quality of execution alongside the scale of its impact. [Literal] It is important to focus on the success rate of tasks undertaken, aiming for every action to yield some positive effect to build a foundation for larger future endeavors.

Evolution

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Sources