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my-data-scientist-roadmap's Introduction

MAP

Becoming a Data Scientist – Curriculum via Metromap

Posted on July 8, 2013by Swami Chandrasekaran

BOOKS

SUBJECT STATUS CODE NAME FINI REC
Data Science ✅ DS 010 Head First Statistics
深入浅出统计学[书] 		Dec 2017 ⭐⭐⭐
✅ DS 011 Data Science from Scratch
数据科学入门[书] 		Dec 2017 ⭐⭐⭐
✅ DS 012 A Programmer's Guide to Data Mining
写给程序员的数据挖掘实践指南[书] 		Mar 2019 ⭐⭐
🎪 DS 013 Programming Collective Intelligence
✅ DS 110 Head First Data Analysis
深入浅出数据分析[书] 		Feb 2019 ⭐⭐
🎪 DS 111 Doing Data Science
Data Structure
& Algorithms		 ✅ DSA 010 Problem Solving with Algorithms
and Data Structures using Python [书] 		Feb 2019 ⭐⭐⭐⭐
🔲 DSA 110 Data Structures and Algorithms in Python[书]
Programing
in Python		 ✅ PP 010 Head First Python
深入浅出Python[书] 		Nov 2016 ⭐⭐⭐
✅ PP 011 Python Crash Course
Python编程[书] 		Apr 2019 ⭐⭐⭐⭐
⚪ PP 210 Effective Python
⚪ PP 211 Learning Python
sub4 ⚪ book4 time4

COURSES

SUBJECT STATUS CODE NAME FINI REC
Data Science 🎪 DS 220 CS 109
Data Structure
& Algorithms		 🔲 DSA 020 CS 61A ⭐⭐⭐⭐
🔲 DSA 021 CS 61B
⚪ DSA 120 Algorithms Stanford
🔲 DSA 121 Algorithms Princeton
Mathematics 🎪 MA 020 Essence of Linear Algebra
🎪 MA 021 Probability and Statistics
概率论与数理统计[书]
🎪 MA 120 Advanced Linear Algebra
高等代数[书]
🎪 MA 121 Mathematical Analysis
数学分析教程[书]
Machine Learning 🎪 ML 020 Machine Learning
Programing
in Python		 ⚪ PP 121 Fundamentals of Computing

Reference Links



✅ DONE

🎪 ABANDONED

🔲 ING

⚪ TBC

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my-data-scientist-roadmap's Issues

SIGN

DS Data Science
DSA Data Structure & Algorithms
MA Mathematics
ML Machine Learning
PP Programing in Python
PC Programing in C

第一位：阶段深度
第二位：类别。0指导；1图书；2课程；3项目；4论文
第三位：内部顺序

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