Machine Learning Training

Machine Learning Training Course

Our aim is to deliver a whole training environment for you to become a top class Analyser.

Machine Learning Training Content

BASIC MACHINE LEARNING AND DATA SCIENCE FOR BUSINESS APPLICATIONS

Introduction to Machine Learning

  • > Types of Learning algorithms
  • > Concepts of test-train splits
  • > Examples of learning algorithms

Mathematics in Python

  • > Google Colaboratory
  • > Numpy
  • > Scipy
  • > Matplotlib

Linear Regression in Python

  • > Mathematical explanation
  • > Implementation

KNN Classification in Python

  • > Mathematical explanation
  • > Implementation

Statistical Analysis of Data

  • > Sampling
  • > Generalizations and Inference parameters
  • > Normal and Binomial distributions

Statistical Analysis of Data

  • > The Hypothesis Framework
  • > Correlation
  • > Linear Regression and its interpretations
  • > Multiple Linear Regression and its interpretations
  • > Polynomial Regressions and its intepretations

Case Study - Pima Indian Females Dataset for Diabetes

  • > (Statistical Treatment of the data)

Case Study - Pima Indian Females Dataset for Diabetes

  • > (Machine Learning using Logistic Regression and KNN Classifier)

Random Forests and Decision Trees

  • > Concept of information gain and entropy
  • > Implementation
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Wireframing

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Development

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