Pinned Repositories
Airflow_Datapipeline_Example_TunningModelWeights
In this project, there is an example for you to build you tasks on airflow, such as model training, testing performance, etc.
CRNNCGAN_OnFacialData
In this Project, there is an improvement on basic CGAN, which combine the RNN to basic CGAN structure, to have a better fit to time series training data.
FacialConditionPrediction
Prediction based on multidimensional facial data, and use cross validation to validate the performance of combining models
FacialDataAugmentationSystemGUI
In this project, there is a GUI interface that make you can do facial data augmentation based on pre-trained GAN model and weather information, in order to produce more qualified data for training ML/AI model. The following figure shows you how the GUI looks like.
FacialFeatureAnalysisSystemGUI
In this project, you can try to use a intuition GUI interface to (1)choose batches of data, (2)train a model, (3)run performance validation, and (4)run feature analysis in only one GUI, and you can also change some code to meet your application's needs.
Factorization_Machine_Example_OnUserFacialData
In this example, there is a use case for Factorization machine, which try to figure out what kind of user might be the target user (Frequent product use).
FlaskBasedWeb_RecommendationSystem_Popupshop
This project show you how to build a Flask web, which involves pre-tained ML model and the connection to AWS RDS database(MSSQL) to extract user's history data and give users the customized recommendation (e.g. skincare solution in this example).
FlaskWeb_onKubernetes
In this project shows you how to deploy our Flask based web on Kubernetes.
models
Models and examples built with TensorFlow
YoloFaceRecognition_OnCrowdManagement
According to the COVID-19, this project try to develop a crowd management system which involves face detection, face recognition, body temperature detection, and related automatic sterilization sensors and hardwares and their stock management, then we stream the analysis results to a website. By doing so, the cost on human resources could be reduced and the prevention of COVID-19 could also be efficient. Here shows you the algorithm part, and some of them are still under development, it will be updated if the new part is developed.
edwardchang0112's Repositories
edwardchang0112/YoloFaceRecognition_OnCrowdManagement
According to the COVID-19, this project try to develop a crowd management system which involves face detection, face recognition, body temperature detection, and related automatic sterilization sensors and hardwares and their stock management, then we stream the analysis results to a website. By doing so, the cost on human resources could be reduced and the prevention of COVID-19 could also be efficient. Here shows you the algorithm part, and some of them are still under development, it will be updated if the new part is developed.
edwardchang0112/CRNNCGAN_OnFacialData
In this Project, there is an improvement on basic CGAN, which combine the RNN to basic CGAN structure, to have a better fit to time series training data.
edwardchang0112/Airflow_Datapipeline_Example_TunningModelWeights
In this project, there is an example for you to build you tasks on airflow, such as model training, testing performance, etc.
edwardchang0112/FacialConditionPrediction
Prediction based on multidimensional facial data, and use cross validation to validate the performance of combining models
edwardchang0112/FacialDataAugmentationSystemGUI
In this project, there is a GUI interface that make you can do facial data augmentation based on pre-trained GAN model and weather information, in order to produce more qualified data for training ML/AI model. The following figure shows you how the GUI looks like.
edwardchang0112/FacialFeatureAnalysisSystemGUI
In this project, you can try to use a intuition GUI interface to (1)choose batches of data, (2)train a model, (3)run performance validation, and (4)run feature analysis in only one GUI, and you can also change some code to meet your application's needs.
edwardchang0112/Factorization_Machine_Example_OnUserFacialData
In this example, there is a use case for Factorization machine, which try to figure out what kind of user might be the target user (Frequent product use).
edwardchang0112/FlaskBasedWeb_RecommendationSystem_Popupshop
This project show you how to build a Flask web, which involves pre-tained ML model and the connection to AWS RDS database(MSSQL) to extract user's history data and give users the customized recommendation (e.g. skincare solution in this example).
edwardchang0112/FlaskWeb_onKubernetes
In this project shows you how to deploy our Flask based web on Kubernetes.
edwardchang0112/models
Models and examples built with TensorFlow
edwardchang0112/SkinAgeandScoreCalculation
Calculation of the skin age and score