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AIGroupStudy

Since on summer session

Goal

  • mater interactive deep learning with code, math, and discussions

Rules

  • assignment-based study with meetings for questioning by tutor son
  • writing code by oneself to derive results
  • preview by oneself on velog

Meeting:

Since

  • online study monday, pm7
  • offline study thursday, pm7

Reference

Dive into Deep Learning


Progress

⛳️ week1

Linear Regression

date subject link
24.07.04 linear regression velog

⛳️ week2

Pytorch Tutorial

date subject link
24.07.08 pytorch tutorial velog

Hugging face NLP chapter1

date subject link
24.07.11 transformer models velog

⛳️ week3

Make Model

date subject link
24.07.15 Dataset & DataLoader velog
24.07.15 Model Train & Test velog

⛳️ week4

Make Custom Conv Model (Dataset: CIFAR10)

date subject link
24.07.22 PyTorch Project Structure 1 velog

Hugging face NLP chapter2 chapter3 FINE-TUNING A PRETRAINED MODEL

date subject link
24.07.25 Using Transformers velog
24.07.25 Fine-Tuning velog
date subject link
24.07.27 Mid-term review Notion

⛳️ week5

Make Custom RNN Model (Dataset: CIFAR10)

date subject link
24.07.29 네이버영화평점NLP dataset velog

Analyze Custom Model

date subject link
24.08.01 input,output 차원 조사 velog
24.08.01 RNN 내용 정리 velog
24.08.01 embedding 내용 정리 velog

⛳️ week6

Loss Function

date subject link
24.07.29 Linear Classifier& Softmax Classifier velog