IT Software Courses in Bangalore

ARTIFICIAL INTELLIGENCE & MACHINE LEARNING TRAINING IN BANGALORE

Machine Learning Training in Bangalore

ZenRays offers the best Artificial Intelligence Training in Bangalore and Machine Learning Training in Bangalore. Register to attend our Hands-on Training. Work on Machine Learning Live Project in Bangalore as well as Artificial Intelligence Live Project. Classroom and Online Training facilities are available for all the sessions and technology training courses in Bangalore at ZenRays.

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Our top notch training coupled with a live project is icing on cake. Once you have mastered Artificial Intelligence and Machine learning during training, we start with Live Industry Project. During Project you code with our consultants and experts daily to become a master of Artificial Intelligence and Machine learning. This is the last part of your Ninja Training that makes you a Front End rock star.

At ZenRays we say NO to Dummy Projects. Whatever project you work in is Actual and Industry Specific. After successful completion of project your name is added as a contributor to the project which you can showcase at Interviews as a mark of your expertise.

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Artificial Intelligence and Machine Learning Training Course Syllabus in Bangalore

MODULE 1

Introduction :

  • Introduction to Big Data and Machine Learning
  • Understanding Python and R

Machine learning Techniques

  • Types of Learning
  • Advice for Applying Machine Learning
  • Machine Learning System Design

Statistics

  • Basics of Statistics
  • Data cleaning
  • Data Exploration
  • Statistical Inference
  • PGM (Probabilistic graphical model)

Supervised learning

  • Regression
  • Simple linear regression
  • Multiple linear regression
  • Assessing performance
  • Ride Regression
  • Features selection and lasso
  • Nearest neighbours and kernel regression
  • Classification

Unsupervised learning

  • Clustering
  • Overview
  • Types of Clustering
  • Types of Clustering Algorithms
  • K Means Clustering
  • Hierarchical Clustering
  • Difference between K Means and Hierarchical clustering
  • Applications of Clustering

Natural Language Processing

  • Basics of NLP
  • Text Extraction
  • Sentimental Analysis
  • Similarity matric learning
  • Infromation Retrival

Recommendation

  • Recommender System Overview
  • Phases of Recommendation Process
  • Recommendation filtering Techniques
  • Evaluation metrics for recommendation Algorithms

SparkCore and MLlib

  • Spark Core
  • Spark Architecture
  • Working with RDDs
  • Machine learning with Spark – Mllib

Neural Networks

  • The Perceptron learning procedure
  • The back propagation learning procedure
  • Learning feature vectors for words
  • Object recognition with neural nets
  • Optimization: How to make the learning go faster
  • Recurrent neural networks
  • More recurrent neural networks
  • Ways to make neural networks generalize better
  • Combining multiple neural networks to improve generalization
  • Hopfield nets and Boltzmann machines
  • Restricted Boltzmann machines (RBMs)
  • Stacking RBMs to make Deep Belief Nets
  • Deep Learning
MODULE 2

Artificial Intelligence and Predicate Calculus

  • Introduction
  • AI roots and applications
  • Propositional calculus
  • Predicate calculus

AI Programming Languages

  • Prolog and Lisp
  • Syntax
  • Data Types
  • Control Mechanisms

Graph Theory and Strategies for State Space Searches

  • Graph Theory & Finite State Machine
  • State Space Search Algorithms
  • Reasoning Strategies

Heuristic Search Algorithms

  • Heuristic Search Issues
  • Heuristic Search Applications
  • Hill Climbing algorithm
  • Dynamic programming
  • Best-first search

Control and Implementation of State Space Searches

  • Related Issues
  • Recursion-based Searching
  • Production and Blackboard Systems Architecture

Knowledge Representation

  • Concepts
  • Issues
  • Ontologies & Agent Based Systems

Expert System and problem solving

  • Case-based Reasoning
  • Model-based Reasoning
  • Hybrid Models

For Registration and for more Information on Artificial and Machine Learning Training in Bangalore, contact ZenRays - the best AngularJS Training Institutes Bangalore at +91 9916482106 | 080 41127272 | corporate@zenrays.com

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