A computer with either Windows, Mac or Linux to install all the free software and tools needed to build your new apps
What will you get from this course:
- Online Machine Learning Training
- Practical Coding and Implementation
- Make Yourself Job Ready
- Certificate and Placement Support
- Hands-on Training in Live Projects
Course Content
Introduction to Machine Learning
Supervised Learning
Unsupervised Learning
Reinforcement Learning
Statistical Decision Theory
Bias – Variance
Linear Regression
Multivariate Regression
Subset Selection
Shrinkage Methods
Principal Components Regression
Partial Least Squares
Linear Classification
Logistic Regression
Linear Discriminant Analysis
Tutorial to live Machine Learning project
Artificial Neural Networks - Early Models and Backpropagation
Artificial Neural Networks - Training, Initialization and Validation
Parameter Estimations
Separating Hyperplane Approaches - Perceptron Learning
Support Vector Machines
SVM Kernels
Hingle Loss Formulation of SVM Objective
Decision Trees
Regression Trees
Decision Trees Real Life Examples
Evaluation and Evaluation Measures
2 Class Evaluation Measures
The ROC Curve
Minimum Description Length Analysis
Ensemble Methods
Gradient Boosting
Random Forests
Naive Bayes
Bayesian Networks
Multiclass Classification
Undirected Graphical Methods
Hidden Markov Models
Variable Elimination
Tree Width and Belief Propagation
Partitional Clustering
Hierarchical Clustering
The BIRCH and CURE Algorithms
Density Based Clustering
Gaussian Mixture Models
Expectation Maximization
Linear Theory
Reinforcement Learning
Requirement :
Nothing else! It’s just you, your computer and your hunger to get started today.
About Course :
This Machine Learning Course is designed by industry professionals to meet the needs and standards of the industry.
Our teachers have greater expertise and are now employed by a multinational corporation. Every topic will be thoroughly taught using real-world project examples. This training programme includes evaluation exams, assignments, and exercises for a great hands-on learning experience.
