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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