Here's what you'll learn

What is Big Data & why is it important

Big Data - examples and applications

Introduction to Apache Spark and its components

Hands-on demo on cloud-based lab

This session would broadly cover the following:

• End-to-end Machine Learning project
• This bootcamp is designed to be an entirely hands-on experience for you.

Here's what you'll learn

Introduction to Deep Learning

Getting started with TensorFlow

Hands-on examples on TensorFlow

Here's what you'll learn

• What is Big Data & why is it important

• Big Data - examples and applications

• Hadoop ecosystem & details of various components

• Hands-on with the components in Hadoop

• Understanding the Spark architecture

• CloudxLab hands-on demo & course offerings

This session would broadly cover the following:

• Introduction to Machine Learning and AI
• What is Classification?
• Hands-on example on binary classification using MNIST dataset
• Understanding Stochastic Gradient Descent (SGD) Classifier
• Training a binary classifier using SGD

• Performance measure

  • Cross Validation
  • Confusion Matrix
  • Precision and Recall
  • F1 Score
  • Precision / Recall Tradeoff
  • ROC Curve

In this workshop, you will be introduced to six modules. Each module introduces one or two core Machine Learning concepts while working through the practical implementation.

• Overview of Machine Learning

• Manipulation and plotting data

• Preprocessing and exploring data

• Training a binary classifier

• Measuring Performance

• Learning Multi-class classification

Here's what you'll learn

Introduction to Machine Learning

Machine Learning - Examples

Machine Learning - Applications

Hands-on Demo on Machine Learning

About the Specialization Course