(Set of 5 Books) FINAL YEAR (B.E.) DEGREE COURSE IN ARTIFICIAL INTELLIGENCE AND DATA SCIENCE – SEMESTER – 8 (SPPU)

COMPUTATIONAL INTELLIGENCE
Unit I: Introduction to Computational Intelligence
Unit II: Fuzzy Logic
Unit III: Evolutionary Computing
Unit IV: Genetic Algorithm
Unit V: Computational Intelligence and NLP
Unit VI: Artificial Immune Systems
Model Question Papers
DISTRIBUTED COMPUTING
Unit I: Introduction to Distributed Computing
Unit II: Distributed Data Management and Storage
Unit III: Distributed Computing Algorithms
Unit IV: Distributed Machine Learning and AI
Unit V: Big Data Processing in Distributed Systems
Unit VI: Distributed Systems Security and Privacy
Model Question Papers
BIG DATA ANALYTICS
Unit I: Introduction to Big Data and Analytics
Unit II: Basic Data Analytic Methods
Unit III: Predictive Analysis Process and R
Unit IV: Advanced Predictive Analytics Algorithms and Python
Unit V: Big Data Visualization
Unit VI: Big Data Analytics Applications and Tools
Model Question Papers
BUSINESS INTELLIGENCE
Unit I: Introduction to BI and Decision Support System
Unit II: Modelling in Business Intelligence
Unit III: Data Provisioning and Data Visualization
Unit IV: Data Pre-processing Techniques
Unit V: Impact of Machine Learning in BI
Unit VI: BI Applications, Emerging Trends and Future Impacts
Model Question Papers
DEEP LEARNING
Unit I: Foundations of Deep Learning
Unit II : Deep Neural Networks (DNNs)
Unit III : Convolution Neural Network (CNN)
Unit IV : Recurrent Neural Network (RNN)
Unit V : Deep Generative Models
Unit VI : Reinforcement Learning
Model Question Papers