- 머신러닝을 처음 공부하시는 분
- AI를 공부하기 전에 통계학을 조금이라도 알고 시작하고 싶은 분
- 데이터 분석가를 꿈꾸는 분
강좌의 특별함
꼭 필요한 개념만 알려드려요
머신러닝을 공부하고 싶은데 수학을 못 해 고민이셨나요? 통계학은 듣기만 해도 어렵지만, 인공지능 공부를 위해 꼭 필요한 과정입니다. 기초부터 차근차근 배워보세요! 꼭 필요한 통계학 개념부터 통계학을 기반으로 한 회귀분석까지 꼼꼼히 챙겨드립니다.
함께 배워볼 거예요
입문자도 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머신러닝을 이해하기 위해 꼭 필요한 통계학 핵심만 쏙쏙 담았습니다. 모집단과 표본집단, 평균과 분산 등 기초 개념에 대해 배운 뒤, 통계학에서 사용하는 많은 가설검정 중 주된 가설검정에 대해 다룰 거예요. 머신러닝이나 인공지능을 공부할 때 가장 중요한 회귀분석도 빠뜨릴 수 없죠. R을 이용한 회귀분석까지 확실히 짚고 넘어갑니다!
추천 수강자
이런 분께 추천해요 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)
- 머신러닝을 처음 공부하시는 분
- 인공지능을 공부하기 전에 통계학을 조금이라도 배우고 싶으신 분
- 데이터 분석가를 꿈꾸시는 분
강사 소개
인공지능 박사과정생
코코입니다
안녕하세요. 저는 학부에서 통계학을 전공한 뒤 현재 산업공학 대학원에서 인공지능을 공부하는 박사과정생입니다. 주 연구 분야는 데이터 사이언스, 강화학습, 딥러닝이에요. 크롤링과 텍스트마이닝은 취미로 하고 있습니다. 크롤링을 이용해 인기 커뮤니티 글을 수집해 보여주는 ‘마롱’이라는 앱을 개발했고, 전국 맛집 리스트와 블로그를 수집해 맛집 추천 앱도 만들었습니다. 더 궁금하시다면 블로그로 놀러 오세요!
수상 이력
- 2018 제6회 빅콘테스트 엔씨소프트상 - 게임유저이탈 알고리즘 개발
- 2017 제5회 빅콘테스트 한국정보통신진흥협회상 - 대출 연체자 예측 알고리즘 개발
- 2016 날씨 빅데이터 콘테스트 기상산업진흥원장상
- 2016 제4회 빅콘테스트 본선진출 - 보험사기 예측 알고리즘 개발
- 2015 제3회 빅콘테스트 미래창조과학부 장관상 - 야구 경기 예측 알고리즘 개발
👍 먼저 수강해 주세요. - DataScience와 AI의 개념
- R프로그래밍 기초 다지기