SIT hosted a workshop on “The Neural Networks and Learning Systems Workshop” on 24th- 28th September, 2018 at the SIT Building, KMUTT.
We were honored to have Professor Ashish Ghosh , Indian Statistical Institute, and
Professor Susmita Ghosh, Jadavpur University from Kolkata, India. They lectured onseveral topics. You are invited to view the photos in the gallery below.
Monday 24th September 2018, Training Room4/1
01:00 P.M.-05:00 P.M. Title: “Machine Learning”
Defining a learning problem, introduction to machine learning, relation between machine learning, statistics and artificial intelligence, Types of learning (based on information available, role of learner, type of output), Training, Testing, Cross validation, Measuring prediction performance, Overfitting, General model of learning system and its components, Eager and lazy learner, Batch versus online learning, Applications.
Tuesday 25th September 2018, Computer Room 1/3,
10:00 A.M.-12:00 P.M. Title: “Linear Classifiers”
Minimum distance, k nearest neighbor, Perceptron, Support Vector Machine
Wednesday 26th September 2018, Training Room4/1
09:00A.M.-12:00 P.M. Title: “Neuro-computing”
Brain versus digital computer, biological neural network (NN) and artificial NN, general framework of NNs, Activation function, Characteristics of NNs, Advantages of NNs, Popularly used NN models for supervised and unsupervised learning, Perceptron, linear separatability, Cascading layers, Multi- layer Perceptron, Parameter updating, Example and applications
01:30P.M.-03:30 P.M. Title: “ Deep Learning:Convolution Neural Network-CNN”
Thursday 27th September 2018, Training Room4/1
10:00 A.M.-12:00 P.M. Title: “Kohonen Self Organizing Feature Map Neural Networks”
Hebbian learning, Competitive learning, Self organization, Feature map, Properties of feature map, Self organizing feature map, Architecture of kohonen’s net, Learning algorithm, Structure of neighborhood and neighborhood functions, Tuning of parameters, Pros and cons of SOFM, Applications.
01:30 P.M.-03:30 P.M. Title:” Kernel Tricks, RBF Networks“
Friday 28th September 2018
10:00A.M.-12:00 P.M. at Training Room4/1 Title: “Applications of Neural Networks”
01:30 P.M.-03:30 P.M. at Meeting Room3/3 Title: W=”Workshop Wrap-up”
