01-KLA-AIFUND - Artificial Intelligence Fundamentals (AIFUND)

DURATION 4 days LEVEL Basic OBJECTIVES The course provides the most fundamental knowledge for understanding AI. The main training focus is on Machine Learning and Deep Learning. The training looks at the complete ML production chain, starting from data mining and feature engineering aspects and going on with the introduction of different ML techniques. Finally, Neural Networks and Deep Learning are also approached. All the topics are supported by labs experiments. PREREQUISITES Basic Computer Science knowledge. WHO SHOULD ATTEND ICT technical and SW developers, that are in charge of planning and operating artificial intelligence systems. TOPICS AI concepts and history AI use cases (Computer Vision, NLP) Machine Learning Training and testing a ML model Supervised and Unsupervised Learning Python for AI Data mining and Feature Engineering Supervised ML techniques Unsupervised ML techniques Model evaluation and selection Neural Networks Deep learning Labs experiments