Machine Learning in Production with Arun

Master Class Date

25th Apr, 2020

Master Class Time

12:30 AM - 9:30 AM IST

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

Pre-Requisite:

Lab Setup:

AGENDA

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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