ogunfool's Projects
It contains a python-based survival analysis model to study the lifetime of machines in a 3-unit flowline production system, The simulation environment to be used with the RL algorithm for maintenance planning, Q-learning algorithm based maintenance policy, corrective and preventive maintenance policy simulations for comparison.
An EncoderTransformer Architecture developed from scratch using pytorch's neural network module as the base class. The developed model used for sentiment analysis and time series prediction tasks.
An encoder-transformer architecture-based framework for multi-variate time series prediction with a prognostics use case.
Examining the effect of hyperparameters and Exploring the relationship between hyperparameters through experimentation: Building, Training, and Tuning an Image Classification Model with TensorFlow and PyTorch ā A CIFAR-10 dataset Use case.
Prognostics Strategies: Residual Similarity-Based Models
Config files for my GitHub profile.
An object-oriented programming based multi-class logistic regression algorithm with python (Numpy) - and compared with Scikit learn implementation on MNIST dataset.
Time series data forecasting