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BoostCamp-AITech

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BoostCamp에서 진행한 학습 내용들을 정리한다.



Level 1

Week 1 - Python Basics for AI, AI math

Day Topic
Day1 Vector & Matrix
Day2 Gradient descent
Day3 확률론 - probability theory
Day4 통계학 - statistics
Day5 CNN, RNN preview


Week 2 - Deep Learning Basics

Day Topic
Day1 DeepLearning Basic
Day2 Optimization
Day3 CNN
Day4 RNN - Transformer
Day5 Generative model


Week 3 - Pytorch

Day Topic
Day1 Introduction to PyTorch
Day2 AutoGrad & optimizer
Day3 Pre-trained model & monitoring tools
Day4 Development details


Week 4, 5 - Image Classification

Day Topic
Day1 EDA
Day2 Dataset
Day3 Model
Day4 Train & inference
Day5 Ensemble


Level 2

Week 6 - NLP Basics

Day Topic
Day1 Intro to NLP
Day2 Basic RNN
Day3 Sequence to Sequence
Day4 Beam Search & BLEU Score


Week 7 - Transformer & PLM

Day Topic
Day1 Transformer (1)
Day2 Transforemr (2)
Day3 Pretrained Language Model (1)
Day4 Pretrained Language Model (2)


Week 9 - Transformer & PLM

Day Topic
Day1-1, Day1-2 NLP review
Day2 BERT
Day3 single sentence classification - BERT
Day4 two sentence classification -BERT
Day5 Token classificaion - BERT


Week 10 - Generate Model & Latest NLP Tech

Day Topic
Day1 Generate model - GPT
Day3 Latest NLP Tech


Week 11 - MRC

Day Topic
Day1 MRC intro & Python Basics
Day2 Extraction & Generation based MRC
Day3 Passage Retrieval - Sparse Embedding
Day3-2 Passage Retrieval - Dense Embedding
Day4 Passage Retrieval - Scaling up


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