VTC Academy | Decision Making
Decision Making
Course format: On campus
Duration: 16 weeks
Major: Artificial Intelligence
ENROLL NOWIntroduction
The Decision Making Course for AI Specialist provides Machine Learning methods, models, algorithms, Top Planning & Reasoning for Decision Making in business and technical, Deep Learning techniques, types of Decision Making.
As a result, students are able to build Deep Learning models and AI applications relating to Decision Making.
Applicable areas of course
Who can learn?
GROUP 1: People who know about python programming, linear algebra, analytics, optimization * People who have logical thinking and critical thinking *
GROUP 2: Students who have been awarded AI Practitioner certificates by VTC Academy
* Subject to the International-standards-based competency assessment of VTC Academy
Course overview
- Machine Learning, Planning and Reasoning methods, models and algorithms for Decision Making in both business and technical fields
- Models and algorithms for Decision Making: Random Forest, Boosting/Stacking/Bagging, Multi-armed Bandits, sArsA and Q-learning, DQN, AlphaZero, Causal Reasoning, Recommender system
- Deep Learning Techniques: Generative Adversarial Networks (GANs), Variational Autoencoder (VAE), meta/transfer/few-shot learning, evolutionary search, BayesOpt, DeepRL, etc.
- Topics of Decision Making: The orientation of marketing campaign, customer segmentations, staff evaluation, risk assessment, recommendation systems, financial forecasts, planning, gaming, etc.
- Step-by-step development of Deep Learning and AI applications
Course outcomes
Testimonials
