Base Section on vacation(2021.1.14~2021.3.14)

• 1 week : python review
• 2 week : Overfitting & Regression
• 3 week : Decision Tree & Ensemble
• 4 week : SVM & Boosting,Stacking
• 5 week : Base Web Crawling
• 6 week : Baseline Deeplearning
• 7 week : Introduction Deep Learning Framework
• 8 week : CNN

Vacation Study(DeepLearning from Scratch)(2021.1.16~2021.3.6)

• 1 week : Chapter1~2(Hello Python!~Perceptron)
• 2 week : Chapter3(Neural Network)
• 3 week : Chapter4(Training Neural Network)
• 4 week : Chapter5(Backward Propagation)
• 5 week : Training Skill, Chapter1~5 Review
• 6 week : CNN
• 7 week : Deep Learning(My Presentation!!), Chapter6~8 Review

Base Section on Semester(2021.3.18~2021.5.20)

Part : Image Generation(me!✋), Image Classification, Image Segementation, Object Detection, NLP

• 1 week

  • Image Generation : 📖ResNet Paper, 💬ReNet Description Blog, 📊ResNet Presentation
  • Image Classification : 📖DenseNet paper, 💬DenseNet Description Blog, 📊DenseNet Presentation
  • Image Segmentation : 📖Inception Paper, 💬GoogleNet Description Blog, 📊Inception Presentation
  • Obeject Detection : 📖VGGNet paper, 💬VGGNet Description Blog , 📊VGGNet Presentation
  • NLP(1) : 📖FastText paper, 💬FastText Description Blog(github pdf), 📊FastText Description Presentation
  • NLP(2) : 📖Word2Vec paper, 💬Word2Vec Description Blog, 📊Word2Vec Description Presentation

• 2week

  • Image Generation : 📖VAE paper, 💬VAE Description Blog, 📊VAE presentation
  • Image Classification : 📖MoblieNet paper, MoblieNet Description Blog, 📊MoblieNet presentation
  • Image Segmentation: 📖DeepLab V1 paper, DeepLab V1 Description Blog, 📊DeepLab V1 presentation
  • Object Detection : 📖RCNN paper, 💬RCNN Description Blog, 📊RCNN presentation
  • NLP(1) : 📖ELMO paper, 💬ELMO Description Blog, 📊ELMO Presentation
  • NLP(2) : 📖LSTM paper, 💬LSTM Description Blog, 📊LSTM presentation

• 3week

  • Image Generation : 📖GAN paper,💬GAN Description Blog, 📊GAN presentation
  • Image Classification : 📖ShuffleNet paper, ShuffleNet Description Blog, 📊ShuffleNet presentation
  • Object Detection : 📖Fast,Faster RCNN, 💬Fast RCNN Description Blog,Faster RCNN Description Blog, 📊Fast,Faster RCNN presentation

Summer Vacation Study

Study of Standalone DeepLearning

• 1week : 📊Linear Regression presentation
• 2week : 💬Binary,Multinomial Classification Description Blog, 📊 2week presentation
• 3week : 💬How to parameterize DL code(argparse) - Description Blog📊 3week presentation
• 4week : 📊4week presentation
• 5week : 📊5week presentation
• 6week : 💬Kind of Optimizer, 💬Basic of CNN, 📊6week presentation
• 7week : CIFAR10 CNN code, 📊7week presentation
• 8week : 💬Advanced Architectures of CNN, 📊8week presentation