Machine Learning is a technique behind innovations such as facial recognition, self-driving cars, predictive results in search, Predictive text etc. It is playing a significant role in developing new algorithms which permits software application to predict/achieve accurate results without being explicitly programmed.

Machine Learning is implemented where programming or developing an efficient algorithm is problematic or not feasible. Machine Learning is revolutionizing the computing ecosystem.

- Introduction to Machine Learning
- Programming with R
- R based projects development
- Programming with python
- Python based projects development
- Statistics Essentials
- Knowledge extraction using Statistics Essentials
- Pre program preparation
- Text mining and NLP
- Supervised Learning

- Decision Tree
- GINI
- Entropy
- KNN
- SVM
- Naïve Bayes Classifier
- Artificial Neural Network

- Logistic regression
- Regression Analysis
- Linear Regression
- Multiple Linear Regression
- Random Forest
- Poisson Regression
- Lasso & Ridge Regression
- Zero-Inflated Regression
- Multinomial Regression
- Artificial Neural Network

- Euclidean Distance
- Hierarchical clustering
- k-means clustering
- Manhattan Distance
- k-Medoids
- DBSCAN
- CLARA
- PCA

- ANN for Classification
- ANN for Regression
- RNN for higher complexity problems
- RNN for time dependent problems

- Word cloud
- Web Extraction
- Survival Analysis
- Dimension Reduction

- Machine Learning Engineer
- Data Scientist- Machine Learning/NLP
- Data Engineer- Machine Learning
- Architect
- Natural Language Processing Engineer-Machine Learning
- Machine Learning Software Engineer
- Data Scientist-Advanced Analytics
- Data Analyst-Machine Learning
- Machine Learning Specialist
- Lead Data Scientist
- Machine Learning Developer
- Engineer-Machine Learning
- Artificial Intelligence Expert
- Consultant
- Research Engineer
- Software Engineer-Machine Learning
- Manager-Machine Learning & Analysis
- Research Scientist/Applied Research Scientist
- Distributed Systems Engineer
- Data Visualizer