Pre-requisite
Machine learning training course for the following professionals in particular:
- Developers aspiring to be a data scientist or machine learning engineer
- Analytics managers who are leading a team of analysts
- Business analysts who want to understand data science techniques
- Information architects who want to gain expertise in machine learning algorithms
- Analytics professionals who want to work in machine learning or artificial intelligence
- Graduates looking to build a career in data science and machine learning
Experienced professionals who would like to harness machine learning in their fields to get more insights
Target Audience
Developer / IT Professionals
DURATION : 4 DAYS
Certification Body
Workshop Outline
Introduction to Artificial Intelligence and Machine Learning
- Artificial Intelligence
- Machine Learning
- Machine Learning algorithms
- Applications of Machine Learning
Techniques of Machine Learning
- Supervised Learning
- Unsupervised Learning
- Semi-supervised Learning and Reinforcement Learning
- Some Important Considerations in Machine Learning
Data Preprocessing
- Data Preparation
- Feature engineering
- Feature scaling
- Datasets
- Dimensionality reduction
Math Refresher
- Eigenvalues, Eigenvectors, and Eigendecomposition
- Concepts of Linear Algebra
- Introduction to Calculus
- Probability and Statistics
Regression
- Regression and Its Types
- Linear Regression: Equations and Algorithms
Classification
- Classification
- Logistic regression
- K-nearest neighbours
- Support Vector Machines
- Kernel SVM
- Naive Bayes
- Decision tree classifier
- Random forest classifier
Unsupervised learning – Clustering
- K-Means Clustering
- K-means Clustering
- Clustering Algorithms
Introduction to Deep Learning
- Meaning and importance of deep learning
- Artificial Neural networks
- TensorFlow
Locations offered
On-demand Anytime Anywhere Instructor led training available
Chennai, Bangalore, Hyderabad, Pune & other major cities in India, USA, UK, Middle east, Dubai & Singapore.
Offers
Early bird / Group / Corporate Group / Festive offers available
