The programme is open to the faculty of engineering colleges, degree colleges, MCA colleges and other allied disciplines in India.
• Mathematical Foundations: Linear Algebra, Statistics,
Probability, Hypothesis formation, and Inference.
• Overview of Fuzzy logic Fuzzy Inference Systems and
Applications, Overview of Neural Networks. Activation
functions, Hyper parameters, Iterative ANN Models:
MLPNN, MLFFNN, Back-propagation.
• Perceptron Learning Law, Gradient descent, stochastic
gradient descent, Batch gradient descent, Non-iterative
ANN Models, RBFNN, PNN, ELM, Rule based models.
• Clustering Basics, Cluster validity Indices, Clustering
using ANNs and GAs, ANN-issues, and challenges.
• Derivative-free Optimization using GA: Basic concepts,
encoding, fitness function, reproduction, Differential
Evolution, Difference between GA, and traditional
optimization methods.
• GA and DE Applications: Feature selection, parameter
tuning, clustering, classification, Simulated Annealing,
Swarm optimization: Basics and Applications.
• Classification models : Regression techniques, Decision
tree based, SVM, Multi-class SVM, K-NN, Naïve Bayes
• Ensemble methods, Challenges, issues and trends in
design and development of of machine learning models
in health sector, and light on research hypothesis
formation.
Faculty and Research Scholars | Rs. 750/- |
Industry Participants | Rs. 2250/- |
Participants are required to fill the online registration form by clicking on the following link:
Registration Link:
https://forms.gle/qZgJKyT7n1WhqqnB7
Dr. A. Vani Vathsala
Professor and Head
Computer Science & Engineering
CVR College of Engineering
Vastunagar, Mangalpalli (V), Ibrahimpatan (M)
Ranagareddy – 501510, Telangana, India.
For more enquiries please contact:
Dr. N. Satyanarayana
Associate Professor, Dept. of CSE
Mobile: +91 9000439636
Mr. B. Rambabu
Associate Professor, Dept. of CSE
Mobile: +91 9290666665
Dr. R. Usharani
Associate Professor, Dept. of CSE
Mobile: +91 9000897367
Dr. M. Sunitha
Associate Professor, Dept. of CSE
Mobile: +91 9640333666
Registration Link:
https://forms.gle/qZgJKyT7n1WhqqnB7