In computational science, curve fitting falls into the category of non-linear approximation. Unlilke what we have discussed in Class 1.

STEM majors are known for high dropoutsStudents need to have more information before jumping into STEM

Bayesian estimation tactics can be used to replace arbitrary construction of deep learning model's hidden layer.

Constructing an Autoencoder model looks like an art, if not computationally heavy work.

[COM503] Deep Learning — Swiss Institute of Artificial Intelligence (siai.org) Model examination is available from above

Generative models are simply repeatedly updated model.

본 문서는 GIAI 산하에서 운영되는 스위스AI대학(Swiss Institute of Artificial Intelligence, SIAI)의 강의노트 중 일부를 한국어로 번역한 것입니다. 영어 원문 및 전체 버전은 아래의 링크를 통해 확인하시기 바랍니다.

Recurrent Neural Network (RNN) is a neural network model that uses repeated processes with certain conditions.

As shown by RBM's autoencoder versions, if the neural network is well-designed, it can perform better than PCA in general when it comes to finding hidden factors.

As was discussed in [COM502] Machine Learning, the introduction to deep learning begins with history of computational methods as early as 1943 where the concept of Neural Network first emerged.

Feed forward and back propagation have significant advantage in terms of speed of calculation and error correction, but it does not mean that we can eliminate the errors.

Korean GDP growth was 6.4%/y for 50 years until 2022, but down to 2.1%/y in 2020s.Due to low birthrate down to 0.7, population is expected to 1/2 in 30 years.

People following AI hype are mostly completely misinformedAI/Data Science is still limited to statistical methods

Transition from column to matrix, matrix to tensor as a baseline of data feeding changed the scope of data science,

Math in AI/Data Science is not really math, but a shortened version of English paragraph.

아래는 지원자들에게 보내는 이메일입니다. 2023년 11월 지원부터 직접 이메일을 보내는 대신 일반에 과제를 공개하고 답안만 받습니다.

온라인 학위 저평가 원인은 대학들이 오프라인보다 입학 난이도 및 교육 난이도를 가볍게 운영하기 때문 장기간 온라인 교육에 대한 평가 절하 인식이 퍼져 있어 편견 확대되는 효과도 난이도 높이면 결국 학생들의 기초 실력과 열정에 따라 성취도 구분되는 효과 나와 지난 코로나19 기간을 겪으