search

Vida42 / my-data-scientist-roadmap

路漫漫其修远兮，吾将上下而求索。
4 stars 4 forks source link

readme

MAP

Becoming a Data Scientist – Curriculum via Metromap

Posted on July 8, 2013by Swami Chandrasekaran

BOOKS

SUBJECT STATUS CODE NAME FINI REC
Data Science :white_check_mark: DS 010 Head First Statistics
深入浅出统计学[书] 		Dec 2017 :star::star::star:
:white_check_mark: DS 011 Data Science from Scratch
数据科学入门[书] 		Dec 2017 :star::star::star:
:white_check_mark: 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 :star::star:
:circus_tent: DS 013 Programming Collective Intelligence
:white_check_mark: DS 110 Head First Data Analysis
深入浅出数据分析[书] 		Feb 2019 :star::star:
:circus_tent: DS 111 Doing Data Science
Data Structure
& Algorithms		 :white_check_mark: DSA 010 Problem Solving with Algorithms
and Data Structures using Python [书] 		Feb 2019 :star::star::star::star:
:black_square_button: DSA 110 Data Structures and Algorithms in Python[书]
Programing
in Python		 :white_check_mark: PP 010 Head First Python
深入浅出Python[书] 		Nov 2016 :star::star::star:
:white_check_mark: PP 011 Python Crash Course
Python编程[书] 		Apr 2019 :star::star::star::star:
:white_circle: PP 210 Effective Python
:white_circle: PP 211 Learning Python
sub4 :white_circle: book4 time4

COURSES

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

Reference Links



:white_check_mark: DONE

:circus_tent: ABANDONED

:black_square_button: ING

:white_circle: TBC