Course: Applications of AI Technology

In this video, Prof. Lai will explain AutoML: Automated Machine Learning. The origin of this research is from the question: Can we automate the whole learning process and let the …

In this video, Prof. Lai will tell the limitations in deep learning models. You will be able to see AI in imaging can have some limits. There are several limitations …

Next, Prof. Lai will introduce Major Types of Neural Networks: Convolutional Neural Networks (CNN) Recurrent Neural Networks (RNN) Generative Adversarial Networks (GAN) Convolutional Neural Network (CNN) was used mainly for …

Continuing on the previous step, Prof. Lai will explain the concept of Residual Neural Network (ResNet). In 2015, the Microsoft researchers proposed the Residual Network, which is known as ResNet, …

So, why should a data scientist learn deep learning algorithms now? What do neural networks offer that traditional machine learning algorithms don’t? The different types of neural networks in deep …

In this video, Prof. Lai explains the concept of Deep learning. Deep learning is based on an artificial neural network, which is inspired by biological neural networks. Prof. Lai first …

In this video, Prof. Lai, Kuan-Ting will teach the basics of machine learning. Machine learning is a subset of artificial intelligence. Machine learning algorithms build a statistical model based on …

Continuing on the previous step, Prof.Lai will continue to explain the types of machine learning. There are many other types of Machine learning, including semi-supervised learning, self-supervised learning, one-shot learning, …

Prof. Peng will conclude the research result here. What’s the finding of the MRI analysis? Although the method of detecting acute ischemic stroke is complicated, the automatic methods did show …

Prof. Peng continues to explain the evaluation of the nidus, brain tissue, and CSF segmentation results. Next, he will explain the performance of the computer-assisted classification method.

Prof. Peng will explain the flow diagram of the image analytical and automated segmentation algorithm. How does the procedure works? There are 7 steps. You can see from the slide …

In this video, Prof. Peng will introduce Part 2 topic, Magnetic Resonance Image Analysis Method and Method for Evaluating the Risks of Radiotherapy. Cerebral AVM (arterio-venous malformation) is a congenital …

In this video, Prof. Peng will introduce the progress of Automated Infarct Detection. You will see the detailed progress of how DWI imaging can identify the cerebral infarct.

Prof. Peng will introduce Lesional Segmentation in Acute Ischemic Stroke Patients. As Cerebrovascular disease is one of the leading causes of acute mortality and chronic disability, Prof. Peng explains a …

In this video, Prof. Cheng will introduce another algorithm and its applications: Particle Swarm Optimization (PSO). Particle swarm optimization (PSO) is a robust evolutionary strategy inspired by the social behavior …