Capstone References

Machine Learning

• Machine Learning Basics with the K-Nearest Neighbors Algorithm

• What is Perceptron: A Beginners Tutorial for Perceptron

• Precision, recall, accuracy, f score

• Confusion matrix, ROC, AUC

Regression

• Linear regression

• MAE, MSE, RMSE, R-squared

Deep Neural Network

• MNIST Handwritten Digit Recognition in Keras

Convolutional Neural Network

• An Overview of ResNet and its Variants

• How to Develop VGG, Inception and ResNet Modules from Scratch in Keras

Object Detection

• Faster R-CNN for object detection

Object Tracking

• Deep SORT multi-target tracking algorithm code analysis

• DeepSORT — Deep Learning applied to Object Tracking

• MOTP, MOTA

NLP

• NLP guide

• ROUGE, BLEU

RNN

• Time-Series Forecasting: Predicting Stock Prices Using An LSTM Model

• LSTM Recurrent Neural Network Keras Example (Understanding LSTM Networks, Moview Review Sentiment Analysis)

Reinforcement Learning

• T.T. Nguyen, N.D. Nguyen, and S. Nahavandi, "Deep Reinforcement Learning for Multiagent Systems: A Review of Challenges, Solutions, and Applications," IEEE Transactions on Cybernetics, 50(9), 2020.

• DQN for snake game[GitHub]

• DQN-tensorflow[GitHub]

• DRQN-tensorflow[GitHub]

Video Summarization

• M. Sridevi, and M. Kharde, "Video Summarization Using Highlight Detection and Pairwise Deep Ranking Model," Procedia Computer Science, 167, 2020

• Deep learning-based video summarization — A detailed exploration

• Dataset[GitHub]