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 CS3491 artificial intelligence and machine learning important questions PART A UNIT 1 AI Application Artifical intelligence agents and its types ideal rational agent environment and task environmrnt UNIT 2 Approximate inference in BN/Bayes Rule uncertainty and list the cause of uncertainty Bayesian networks Bayesian inference Global and local semantics casual networks UNIT 3 Probabilistic Discriminative Support vector machine Bayesian Linear Regression Single and Multiple Variables Machine learning Regression UNIT 4 Bagging Boosting knn voing unsupervised learning stacking UNIT 5 stochastic gradient descenty Perceptron Regulrization Multilayer perceptron Error Backpropagation PART B UNIT 1 1.search strategies • uninformed search strategies • Heuristic search strategies 2. constraint satisfaction problems 3. Local search 4. adversarial search unit 2 1.Bayesian networks  2.causal networks 3.Bayesian inference 4.naïve bayes models 5.Bayes theorem and baye’s rules unit 3 1.Linear Regres

 EE3401 - TRANSMISSION AND  DISTRIBUTION UNIT 1 Bundled Conductors Skin and Proximity Effects/Transposition Application of self and mutual GMD UNIT 2 Performance of Transmission lines Surge impedance / Critical Voltages Short line / Medium line/ Long line Ferranti effect / Phase constant Power Circle diagrams UNIT 3 Mechanical design of overhead lines Sag/Line Supports Improvement of string efficiency Types of Towers UNIT 4 DC Cables / Underground cables Insulation Resistance UNIT 5 Kelvin's Law AC and DC distributions Distribution Loss /Distribution System PART B  Click here

 CS3492- DATABASE MANAGEMENT SYSTEM UNIT 1 Keys (Primary / Foreign) / Data Abstraction Embedded SQL / Views of data Purpose of Database System UNIT 2 Join Dependencies and Fifth Normal Form Weak Entity / Redundancy / Multi valued Dependency Properties of Decomposition / Normalization Enhanced E.R Model UNIT 3 Serializability/ Shadow Paging ACID Properties / Transaction Timestamp / Multiversion Serial Schedule / Deadlock / Log Based Recovery Multiple Granularity Locking UNIT 4 Data Dictionary Storage / Cost Estimation Join Operations / Query Processing Hashing / Ordered Indices UNIT 5 Homogeneous and Heterogenous Database  Data Fragmentation / Data Replication Encryption and Public Key Infrastructures Statistical Database Security Graph Databases / Flow Control PART B  Click here

 CE3402 - STRENGTH OF MATERIALS PART A UNIT 1 Mohr's circle of stresses Thermal stresses / Elastic constants Biaxial state of stress Stresses in simple and compound bars UNIT 2 Theory of simple bending Bending stress distribution Types of beam and Transverse loadings UNIT 3 Macaulay's method Conjugate beam method UNIT 4 Theorem of three moments Propped Cantilever and Fixed Beams Fixed end moments reactions Support reactions and moments UNIT 5 Thick cylinders / Shear Stress Principal stress / Principal strain Theories of failure Strain energy and Distortion Energy Theories PART B  Click here

  GE3451 Important questions Anna University | Anna University Part A Unit 1 1. Endangered & Endemic Species of Indias 2. Eco-system & Energy Flow / Biodiversity 3. Hot-spots of Biodiversity 4. Types of Biodiversity Unit 2 1. Important Sources of Air Pollution 2. Effects / Causes of Noise Pollution 3. Hazardous & E-Waste Management 4. Environmental Protection / OHASMS/Pollution Unit 3 1. Tidal Energy Conversion 2. Renewable & Non Renewable Resource 3. Objectives of Energy Conservation 4. Applications of Hydrogen / Ocean Energy Resources Unit 4 1. GDP/Sustainability 2  Carbon Footprint/ Carbon Credit 3. Development /MDGS 4. Indicators & Intervention areas Climate Changes Unit 5 1. Zero Waste & R Concepts / Carbon Cycle > Circular Economy /Sustainable Transports. 2. Green Buildings / Sustainable Urbanization 3. Energy Efficiency / Green Materials 4. Material Lifecycle / ISO 14000 /EIA Part B -  Click here