like SNU
최근 확인한 콘텐츠
1건 더보기
loading...
데이터사이언스대학원 데이터사이언스학과 / 대학원
2025-2학기
권장 선수과목 컴퓨터프로그래밍(M1522.000600) , 첨단제조공정(M3228.000600)
본 교과목은 데이터사이언스 대학원의 ABC (AI model/algorithm, Big data, Computing) 교육 과정 중 인공지능/머신러닝(A) 분야의 기초 강좌이다. 본 교과목은 데이터사이언스 전공자를 위한 머신러닝 (machine learning)과 딥러닝 (deep learning)의 기초를 다룬다. 구체적으로, 머신러닝의 기초가 되는 이론 (확률, MLE, gradient descent, overfitting, regularization 등)과 지도학습의 기초적인 모델을 중심으로 다룬다. 딥러닝 부분에서는 뉴럴넷의 기본, backpropagation을 다룬 후, 주로 convolutional neural network의 구조와 활용을 중점적으로 다룬다.
연관 도서
-
The Internet
The Internet -
Telecommunications and networking
Telecommunications and networking -
Handbook of applied cryptography
Handbook of applied cryptography -
Corporate networks : the strategic use of telecommunications
Corporate networks : the strategic use of telecommunications -
IPv6 네트워크 구축
IPv6 네트워크 구축 -
Distributed computing with IBM MQseries
Distributed computing with IBM MQseries -
Big data is not a monolith
Big data is not a monolith -
Programming Jabber
Programming Jabber -
Artificial intelligence and security in computing systems : 9th international conference, ACS '2002, Mied*zyzdroje, Poland, October 23-25, 2002 : proceedings
Artificial intelligence and security in computing systems : 9th international conference, ACS '2002, Mied*zyzdroje, Poland, October 23-25, 2002 : proceedings -
Java servlet programming
Java servlet programming -
Information hiding : steganography and watermarking : attacks and countermeasures
Information hiding : steganography and watermarking : attacks and countermeasures -
Computer networks
Computer networks -
Benchmarking for effective network management
Benchmarking for effective network management -
Connected vehicles in the Internet of Things : concepts, technologies and frameworks for the IoV
Connected vehicles in the Internet of Things : concepts, technologies and frameworks for the IoV -
A low-cost FSK modem network for polled communication systems
A low-cost FSK modem network for polled communication systems -
(차세대통신망의) IMS와 VoIP =
(차세대통신망의) IMS와 VoIP = -
UML for the IT business analyst : a practical guide to object-oriented requirements gathering
UML for the IT business analyst : a practical guide to object-oriented requirements gathering -
데이터베이스 설계와 관리
데이터베이스 설계와 관리 -
Virtualizing Microsoft Tier 1 applications with VMware Vsphere 4
Virtualizing Microsoft Tier 1 applications with VMware Vsphere 4
