https://github.com/grenzlinie/computer-science-learning-route-for-myself

记录个人转码计算机学习路线 / Record the learning Route of Computer Science
https://github.com/grenzlinie/computer-science-learning-route-for-myself

code computer data-structures deep-learning front-end-development machine-learning

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记录个人转码计算机学习路线 / Record the learning Route of Computer Science

• Host: GitHub
• URL: https://github.com/grenzlinie/computer-science-learning-route-for-myself
• Owner: Grenzlinie
• Created: 2022-11-23T05:13:14.000Z (almost 2 years ago)
• Default Branch: master
• Last Pushed: 2022-12-05T07:32:45.000Z (almost 2 years ago)
• Last Synced: 2023-09-07T09:40:56.898Z (about 1 year ago)
• Topics: code, computer, data-structures, deep-learning, front-end-development, machine-learning
• Homepage:
• Size: 5.86 KB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Computer-Science-Learning-For-Myself

Record the Learning Route of Computer Science

记录一下自己学习计算机知识的经历

# 数据结构

* 狂刷LeetCode https://leetcode.cn/leetbook/

## 参考资料

[搞定大厂算法面试之leetcode精讲](https://xiaochen1024.com/courseware/60b4f11ab1aa91002eb53b18/61963bcdc1553b002e57bf13) 

[学习算法和刷题的框架思维](https://labuladong.gitee.io/algo/1/2/)

# 机器学习 & AI for Materials Science

## Machine Learning & Deep Learning

* 这一部分学习了台湾大学李宏毅老师的课程：https://www.youtube.com/watch?v=gmsMY5kc-zw&list=PLJV_el3uVTsMhtt7_Y6sgTHGHp1Vb2P2J&index=11

* 对回归，分类，模型优化，CNN， Self-Attention，BERT，GAN，Autoencoder，Explainable AI，模型安全，强化学习，模型压缩，Meta Learning等领域有了一定的了解

* 同时参考了李沐老师的《动手学深度学习》(PyTorch版)进行了学习：https://zh-v2.d2l.ai/

## AI for Materials

# 前端编程

## HTML+CSS+JavaScript+React+Node.js+Ant Design+Less+Webpack

* Step1: 根据Mozilla网站的学习路线过了一遍前端三大件：https://developer.mozilla.org/zh-CN/docs/Learn/Getting_started_with_the_web

* Step2: Follow React框架官网（https://react.docschina.org/tutorial/tutorial.html) 做了一个游戏demo

* Step3: 根据菜鸟教程(https://www.runoob.com/nodejs/nodejs-http-server.html)  学了一遍Node.js的知识

* Step4: 根据(http://codesohigh.com/subject/cms/) 做了一个企业管理系统，综合深化了学到的知识。

* Step5: 刷题去阿里实习。

## 八股参考资料

前端面试题: [高频前端面试题汇总](https://juejin.cn/post/6940945178899251230) 

JS原理深入: [前端基础进阶](https://www.jianshu.com/p/996671d4dcc4)