Week 1 (June 30 - July 4)
C++ Study & Algorithm Study
Algorithm Topics:
- Algorithm Basics - Time Complexity
- Debug (C++)
- Arrays, List and Vectors
- Range Sum (or Prefix Sum)
- Stack and Queue
C++ Topics:
- Chapter 2: Access modifiers and references
- Chapter 3: Function overloading and overriding (new, delete)
- Chapter 4: Objects, constructors, class variables
ML & Python Study
Deep Learning:
- Course 1: Neural Networks and Deep Learning
- Course 2: Improving Deep Neural Networks - Gradient Descent with Momentum
PyTorch:
Project:
- Topic: Image classification
- MNIST Dataset
- Model architecture implementation from scratch
References
- C++ C++ web study book
- Data structure & Algorithms Do it! Algorithm study
- Machine Learning(Deep Learning) Coursera Deeplearning Lecture
- Python(PyTorch) PyTorch Tutorial