Description:

Forecast value of Stock Price (Top Performance Component) with using Deep Learning(LSTM/GRU). Preprocess Time Series data from csv file. Data is clean from Nan value. Training session involving a lot of hyperparameter fine-tuning. Example of adjustable hyperparameter are number of epoch, learning rate, number of units, number of layer, error metric function and etc.
Provide graph visualisation to measure performance during training. Develop forecast service(REST Api) and deploy in linux environment.

OS:

• Ubuntu

Technology:

• Deep Learning

• Statistic

Language:

• Java

• Python

Description:

Utilise open source library to controlling drones via ssh. Perform Computer Vision Analysis including object detection, edge detection, surveillance and motion detection.
Challenge including short limit range of wifi to give instruction to drones.

OS:

• Windows

Technology:

• Computer Vision

• Deep Learning

Language:

• Python

Description:

Establish a module to measure body parts to be used in Fabric industry. Instance segmentation on top of Human Pose Estimation dataset to improve accuracy in training dataset.Perform contour analysis to define body parts and classify between right and left body parts.
Integrated with web app as REST api in Linux environment.

OS:

• Ubuntu

Technology:

• Computer Vision

• Deep Learning

Language:

• Python

Description:

Develop a counting model to count number of trees inside with wide pixel of image. Perform computer vision analysis including noise removal, masking, coordinate computation and as well as a few other of computer vision technique to increase accuracy.

OS:

• Windows

Technology:

• Computer Vision

• Deep Learning

Language:

• Python

Description:

Letter Classification App. Running Deep Learning via Android Mobile. The app are able to classify A,B,C until J (10 letters).
Model are available for training with dataset consist of label. Training weights are saved to be used with Android app. CNN layer consists of 3 convolutional layer, followed by max pooling. Optimizer Adam is used.

OS:

• Android 6.0 (Marshmallow)

Technology:

• Computer Vision

• Deep Learning

Language:

• Kotlin

• Python