STC on Machine Learning ( 15- 19 March 2021)

STC on Machine Learning Algorithms for Faculty and Staff from AICTE approved Technical Institutions

Schedule

DATE	10: A.M. to 11:30 P.M.	2:30 P.M. to 4:00 P.M.
15-03-2021	Introduction to Machine Learning	Essentials of Python , Machine Learning Libraries and Demonstration on Machine Learning Algorithms
16-03-2021	Essential of Statistics for Machine Learning Algorithms	Linear Regression, Logistic Regression and Gradient Descent
17-03-2021	Supervised Learning using Decision Tree, K-Nearest Neighbors and Naive Bayes	Discriminant Analysis, Random Forest and SVM Algorithms
18-03-2021	Unsupervised Learning using K-Means and Hierarchical Clustering	Ensemble Machine Learning (Bagged Decision Trees, Boosting and AdaBoost) Algorithms
19-03-2021	Neural Networks and deep neural networks,  Regularization and optimizing deep networks	CNN Algorithms and Deep learning