| Sl.No | Chapter Name | MP4 Download |
|---|---|---|
| 1 | Lec 1: Introduction to Optimization | Download |
| 2 | Lec 2 : Linear Regression | Download |
| 3 | Lec 3: Multiple, Polynomial and General Linear Least Square Regression | Download |
| 4 | Lec 4 : Nonlinear Regression | Download |
| 5 | Lec 5 : Regression : MATLAB Implementation | Download |
| 6 | Lec 6 : Teaching Learning Based Optimization | Download |
| 7 | Lec 7 : Implementation of TLBO in MATLAB | Download |
| 8 | Lec 8 : Supplementary: Preliminary Statistical analysis for metaheuristic techniques | Download |
| 9 | Lec 9 : Supplementary: Preliminary Statistical analysis - MATLAB implementation | Download |
| 10 | Lec 10: Particle Swarm Optimization | Download |
| 11 | Lec 11: Implementation of Particle Swarm Optimization using MATLAB | Download |
| 12 | Lec 12: Differential Evolution | Download |
| 13 | Lec 13: Implementation of Differential Evolution using MATLAB | Download |
| 14 | Lec 14 : Binary Coded Genetic Algorithm | Download |
| 15 | Lec 15 : Real Coded Genetic Algorithm | Download |
| 16 | Lec 16 : Implementation of Real Coded Genetic Algorithm using MATLAB | Download |
| 17 | Lec 17 : Artificial Bee Colony Algorithm | Download |
| 18 | Lec 18 : Working of Artificial Bee Colony Algorithm | Download |
| 19 | Lec 19 : Implementation of Artificial Bee Colony using MATLAB | Download |
| 20 | Lec 20 : Comparison of Variation Operators and Survival Strategies | Download |
| 21 | Lec 21 : Black-Box Optimization Problems | Download |
| 22 | Lec 22 : Constraint-Handling in Metaheuristic Techniques | Download |
| 23 | Lec 23: Case Study: Production planning | Download |
| 24 | Lec 24: Case Study: Production planning MATLAB Implementation | Download |
| 25 | Lec 25: Parallelization and Vectorization of Fitness Function | Download |
| 26 | Lec 26: Constraint-Handling using Correction Approach | Download |
| 27 | Lec 27: MATLAB inbuilt functions: Linear & Mixed Integer Linear Programming | Download |
| 28 | Lec 28: MATLAB inbuilt functions: Nonlinear & Mixed Integer Nonlinear Programming | Download |
| 29 | Lec 29: MATLAB Optimization Tool: Options, Output Function, Vectorization, Parallelization | Download |
| 30 | Lec 30: MATLAB inbuilt functions: Multi-objective Optimization | Download |
| 31 | Lec 31: Simplex Method for LP | Download |
| 32 | Lec 32: Branch & Bound Method for MILP | Download |
| 33 | Lec 33: MILP formulation of Production Planning Problem | Download |
| 34 | Lec 34: Generalized Algebraic Modelling System | Download |
| 35 | Lec 35: Solution of Production Planning Problem using GAMS & NEOS, MIRO | Download |
| 36 | Lec 36: IBM ILOG CPLEX Optimization Studio | Download |
| 37 | Lec 37: Constraint Programming Applications in IBM ILOG CPLEX Optimization Studio | Download |
| Sl.No | Chapter Name | English |
|---|---|---|
| 1 | Lec 1: Introduction to Optimization | Download To be verified |
| 2 | Lec 2 : Linear Regression | Download To be verified |
| 3 | Lec 3: Multiple, Polynomial and General Linear Least Square Regression | Download To be verified |
| 4 | Lec 4 : Nonlinear Regression | Download To be verified |
| 5 | Lec 5 : Regression : MATLAB Implementation | Download To be verified |
| 6 | Lec 6 : Teaching Learning Based Optimization | Download To be verified |
| 7 | Lec 7 : Implementation of TLBO in MATLAB | Download To be verified |
| 8 | Lec 8 : Supplementary: Preliminary Statistical analysis for metaheuristic techniques | Download To be verified |
| 9 | Lec 9 : Supplementary: Preliminary Statistical analysis - MATLAB implementation | Download To be verified |
| 10 | Lec 10: Particle Swarm Optimization | Download To be verified |
| 11 | Lec 11: Implementation of Particle Swarm Optimization using MATLAB | Download To be verified |
| 12 | Lec 12: Differential Evolution | Download To be verified |
| 13 | Lec 13: Implementation of Differential Evolution using MATLAB | Download To be verified |
| 14 | Lec 14 : Binary Coded Genetic Algorithm | Download To be verified |
| 15 | Lec 15 : Real Coded Genetic Algorithm | Download To be verified |
| 16 | Lec 16 : Implementation of Real Coded Genetic Algorithm using MATLAB | Download To be verified |
| 17 | Lec 17 : Artificial Bee Colony Algorithm | Download To be verified |
| 18 | Lec 18 : Working of Artificial Bee Colony Algorithm | Download To be verified |
| 19 | Lec 19 : Implementation of Artificial Bee Colony using MATLAB | Download To be verified |
| 20 | Lec 20 : Comparison of Variation Operators and Survival Strategies | Download To be verified |
| 21 | Lec 21 : Black-Box Optimization Problems | Download To be verified |
| 22 | Lec 22 : Constraint-Handling in Metaheuristic Techniques | Download To be verified |
| 23 | Lec 23: Case Study: Production planning | Download To be verified |
| 24 | Lec 24: Case Study: Production planning MATLAB Implementation | Download To be verified |
| 25 | Lec 25: Parallelization and Vectorization of Fitness Function | Download To be verified |
| 26 | Lec 26: Constraint-Handling using Correction Approach | Download To be verified |
| 27 | Lec 27: MATLAB inbuilt functions: Linear & Mixed Integer Linear Programming | Download To be verified |
| 28 | Lec 28: MATLAB inbuilt functions: Nonlinear & Mixed Integer Nonlinear Programming | Download To be verified |
| 29 | Lec 29: MATLAB Optimization Tool: Options, Output Function, Vectorization, Parallelization | Download To be verified |
| 30 | Lec 30: MATLAB inbuilt functions: Multi-objective Optimization | Download To be verified |
| 31 | Lec 31: Simplex Method for LP | Download To be verified |
| 32 | Lec 32: Branch & Bound Method for MILP | Download To be verified |
| 33 | Lec 33: MILP formulation of Production Planning Problem | Download To be verified |
| 34 | Lec 34: Generalized Algebraic Modelling System | Download To be verified |
| 35 | Lec 35: Solution of Production Planning Problem using GAMS & NEOS, MIRO | Download To be verified |
| 36 | Lec 36: IBM ILOG CPLEX Optimization Studio | PDF unavailable |
| 37 | Lec 37: Constraint Programming Applications in IBM ILOG CPLEX Optimization Studio | PDF unavailable |
| Sl.No | Language | Book link |
|---|---|---|
| 1 | English | Not Available |
| 2 | Bengali | Not Available |
| 3 | Gujarati | Not Available |
| 4 | Hindi | Not Available |
| 5 | Kannada | Not Available |
| 6 | Malayalam | Not Available |
| 7 | Marathi | Not Available |
| 8 | Tamil | Not Available |
| 9 | Telugu | Not Available |