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Edson's Projects

cbm_codes_open icon cbm_codes_open

This repository contains data and code that implement common machine learning algorithms for machinery condition monitoring task.

computer-vision icon computer-vision

Lecture notes and code samples for my course on Advanced Deep Learning for Computer Vision

etdataset icon etdataset

The Electricity Transformer dataset is collected to support the further investigation on the long sequence forecasting problem.

genrl icon genrl

A PyTorch reinforcement learning library for generalizable and reproducible algorithm implementations with an aim to improve accessibility in RL

keras_lstm_diagram icon keras_lstm_diagram

Understanding Keras Recurrent Nets' structure and data flow (mainly LSTM) in a single diagram.

labelme2coco icon labelme2coco

A lightweight package for converting your labelme annotations into COCO object detection format.

lmp_shapefile icon lmp_shapefile

This code creates a .csv and .shp output of Locational Marginal Pricing Nodes for CAISO and most of WECC for GIS analysis

ml icon ml

Foundations of Machine Learning Course Materials.

mlbookcamp-code icon mlbookcamp-code

The code from the Machine Learning Bookcamp book and a free course based on the book

power_transformers_failure_prediction icon power_transformers_failure_prediction

This is a sample code repository of the power transformer's health state (index) analysis or prediction by the regression model for experiment and learning purposes.

pyiso icon pyiso

Python client libraries for ISO and other power grid data sources.

siml icon siml

Machine Learning algorithms implemented from scratch

wesm-rtd icon wesm-rtd

Wholesale Electricity Market (WESM) price forecasting tool for short-term forecasting of Load-Weighted Average Price

xlpe icon xlpe

Machine learning based health indexing of 20 kV XLPE power cables

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