machine learning industrial training Mohali | ITRONIX SOLUTION

Machine Learning

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Machine learning Training in Mohali and Chandigarh

 

 

1. Data Science with R

  • Exploratory Data Analysis and Visualization
  • R for Data Science
  • Data Mining
  • Data Analysis for Evidence Based Decision Making
  • Industry Applications of Advanced Analytics Models
  • Big Data Analytics with Spark
  • Project Management in Analytics
  • Information to Insight
  • Career Management

2. Introduction to Machine Learning

  • An Introduction
  • The Regression Algorithms
  • The Classifiers: Bayesian and kNN
  • Tree Based Algorithms
  • SVM and Improving Performance

3. Random Forest

  • Single Decision Tree
  • Rise of Ensemble Method
  • Practical Exercises in R on Business Case Studies

4. General Boosting & Bagging

  • Decision Tree Ensembles: Bagging and Boosting
  • The Case Study: Analysis of Credit Data
  • The Case Study: The Titanic Accident
  • The Case Study: Comparing Algorithms

5. Support Vector Machines

  • Introduction to the Support Vector Machines

6. Neural Networks

  • An Introduction
  • The Perceptron learning procedure
  • The backpropagation 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 neural nets with generative pre-training
  • Modeling hierarchical structure with neural nets
  • Recent applications of deep neural nets

7. Text Mining with R

  • An Introduction to the Text Mining
  • TM Packages in R
  • Regular Expressions
  • Sentiment Analysis
  • Topic Modelling
  • Network Analysis
  • Clustering

 

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