2022 데이터 과학 커리큘럼 (2022.05.22)

2022 Personal DS curriculum(Keep updating)

To aim business analyst or visualization specialist

Programming

• Inflearn 강의
  • 파이썬 동시성 프로그래밍
  • 올바른 class 사용법과 객체지향 프로그래밍
• 알고리즘 공부(1일 1백준)

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Basic Statistics

• KMOOC 강의
  • 숙명여대 여인권 교수님 : 통계학의 이해 1,2(Soon)
• Youtube

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Data Visualization

• side project
• Youtube 오늘코드
• Kaggle
• Tableau, PowerBI(Soon)

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Exploratory Data Analysis

• Book : OREILLY python for data analysis 2nd edition
• kaggle

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Machine Learning

• Standford univ. Andrew Ng. CS229
• Book : OREILLY hands on machine learning
• Book : one hundred pages machine learning
• kaggle

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Data scraping/APIs

• side project
• Book : 웹 API 디자인

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Databases

• Book : Real MySQL 8.0 1권
• side project

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Niches: eg.NLP, Deep Learning

• CS231n
• Google Machine learning bootcamp

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Deploymnet

• side project

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Keep Steady & Do not give up