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Machine Learning in Action with Arun

Date
20 June
Time
10:00 AM - 7:00 PM
Mode
Online

Learn from industry experts about Cognixia Master Class : Machine Learning in Action with Arun

Pre-Requisite:

  • Familiarity with programming languages like Python or R is a nice to have

Lab Setup:

This session will cover the following topics:

  • Artificial Intelligence & Machine Learning Introduction
  • Who uses AI?
  • Supervised & Unsupervised Learning
  • Regression & Classification Problems
  • What makes a Machine Learning Expert?
  • What to learn to become a Machine Learning Developer?
  • Overview of Machine Learning Algorithms
  • Regression Problem Analysis
  • Mathematical modelling of Regression Model
  • Gradient Descent Algorithm
  • Use cases
  • Model Specification
  • Building simple Univariate Linear Regression Model
  • Multivariate Regression Model
  • Forming a Decision Tree
  • Components of Decision Tree
  • Mathematics of Decision Tree
  • Decision Tree Evaluation for use cases
  • Ensemble of Decision Trees – Random forest, Bagging and Boosting
  • K Means Clustering
  • Use Cases for K Means Clustering
  • Programming for K Means using Python
  • Machine Learning pipelines
  • Deploying Machine Learning models to production
  • Hyper parameter tuning
  • Accuracies, call backs and monitoring

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