Spark Project - Airline Dataset Analysis using Spark MLlib

Spark Project - Airline Dataset Analysis using Spark MLlib

In this Hackerday, we will go through the basis of statistics and see how Spark enables us to perform statistical operations like descriptive and inferential statistics over the very large dataset.

Videos

Each project comes with 2-5 hours of micro-videos explaining the solution.

Code & Dataset

Get access to 50+ solved projects with iPython notebooks and datasets.

Project Experience

Add project experience to your Linkedin/Github profiles.

What will you learn

Introduction to Spark MLlib
MLlib Data Structures
Descriptive statistics
Inferential statistics
Data Sampling
Introduction to Machine Learning algorithms with Spark MLlib

Project Description

According to Wikipedia, Statistics is a branch of mathematics dealing with data collection, organization, analysis, interpretation and presentation. It is about building from collected data, a model that can enable humans to describe, analyze and infer event happening around. Statistics is in itself a conduit to the field of Machine Learning and AI.

In this Hackerday, we will go through the basis of statistics and see how Spark enables us to perform statistical operations like descriptive and inferential statistics over the very large dataset.


No knowledge of statistics is assumed in this session. Every concept will be discussed ground up and put to practice on the airline on-time performance dataset. We will conclude the session by introducing a number of machine learning algorithms available in MLlib.
 

Similar Projects

In this project, we will look at running various use cases in the analysis of crime data sets using Apache Spark.

In this project, we will use complex scenarios to make Spark developers better to deal with the issues that come in the real world.

In this project, we will look at Cassandra and how it is suited for especially in a hadoop environment, how to integrate it with spark, installation in our lab environment.

Curriculum For This Mini Project