Week 3 (July 14 - July 18)

C++ Study & Algorithm Study

Algorithm Topics:

  • Trees

C++ Topics:

  • Day 11: Exception handling
  • Day 13: Smart pointers (unique_ptr, shared_ptr)
  • Day 15: Threads and mutex

Project:

  • Coding Test

ML & Python Study

Deep Learning:

  • Course 4: Convolutional Neural Networks - Why ResNets Work? / Region Proposals (Optional)
  • Course 5: Sequence Models - Deep RNNs

PyTorch:

  • Learning PyTorch

Project:

  • Image Classification Evaluation
  • Dataset, Data Loading
  • Model architecture implementation
  • Loss function implementation
  • Complete Training/Validation pipeline implementation