Not a member yet? Register Now

Login to your account

Connect with:

Lost your password?

Register to start learning

Sign me up for the newsletter!

Connect with:

Statistical Machine Learning – 1 Day Virtual Workshop

₹1,499.00 ₹899.00

This content is protected, please login and enroll course to view this content!

Prev Deploying Machine Learning models to production

Next Accuracies, call backs and monitoring

Course Content

Total learning: 26 lessons Time: 1 day

Introduction to ML 0/7
- Lecture1.1
  
  Artificial Intelligence & Machine Learning Introduction
- Lecture1.2
  
  Who uses AI?
- Lecture1.3
  
  Supervised & Unsupervised Learning
- Lecture1.4
  
  Regression & Classification Problems
- Lecture1.5
  
  What makes a Machine Learning Expert?
- Lecture1.6
  
  What to learn to become a Machine Learning Developer?
- Lecture1.7
  
  Overview of Machine Learning Algorithms
Linear Regression - Case Study & Project 0/7
- Lecture2.1
  
  Regression Problem Analysis
- Lecture2.2
  
  Mathematical modelling of Regression Model
- Lecture2.3
  
  Gradient Descent Algorithm
- Lecture2.4
  
  Use cases
- Lecture2.5
  
  Model Specification
- Lecture2.6
  
  Building simple Univariate Linear Regression Model
- Lecture2.7
  
  Multivariate Regression Model
Decision Trees 0/5
- Lecture3.1
  
  Forming a Decision Tree
- Lecture3.2
  
  Mathematics of Decision Tree
- Lecture3.3
  
  Decision Tree Evaluation for use cases
- Lecture3.4
  
  Components of Decision Tree
- Lecture3.5
  
  Ensemble of Decision Trees – Random forest, Bagging and Boosting
Clustering 0/3
- Lecture4.1
  
  K Means Clustering
- Lecture4.2
  
  Use Cases for K Means Clustering
- Lecture4.3
  
  Programming for K Means using Python
Machine Learning in Production 0/4
- Lecture5.1
  
  Machine Learning pipelines
- Lecture5.2
  
  Deploying Machine Learning models to production
- Lecture5.3
  
  Hyper parameter tuning
- Lecture5.4
  
  Accuracies, call backs and monitoring