What you'll learn:
- Start a project using Apache Spark
- Understand how Spark SQL lets you work with structured data
- Install and run Apache Spark on a desktop computer or on a cluster
- Gain hands-on experience setting up Spark clusters on AWS cloud services platform
- Understand how to control a cloud instance on AWS using SSH or PuTTY
- Understand how to access data from the CSV, Json, HDFS, and S3 formats
Data is the new oil. But it’s useless if you can't refine it.
Processing gigabytes on your laptop is easy. But what happens when you need to process terabytes or petabytes? You need the Cloud, and you need a distributed computing engine. You need AWS and Apache Spark.
Welcome to the comprehensive guide to modern Big Data. This course is designed to bridge the gap between Data Engineering (setting up clusters, managing storage) and Data Science (analyzing data, training models).
Why this course? Most courses teach Spark in isolation on a local machine. We take you to the real world. You will learn how to provision legitimate clusters on the AWS Cloud, effectively becoming a "Cloud Data Specialist."
What will you master?
The AWS Ecosystem: We start from zero. You will learn to navigate the AWS console, understand IAM security, and master S3 (Simple Storage Service) for storing massive datasets.
Cluster Management: Stop struggling with local installations. Learn to spin up EC2 instances and fully managed EMR (Elastic MapReduce) clusters to handle heavy workloads.
SparkSQL & DataFrames: Move beyond old-school RDDs. Master the modern DataFrame API to query structured data just like you would with SQL—but faster and at scale.
Machine Learning at Scale: This is where the magic happens. We dive into Spark MLlib to build predictive models on big data. You will implement:
Classification: Naive Bayes and Binomial GLMs.
Regression: Gaussian Generalized Linear Models (GLM).
Clustering: K-Means to group similar data points automatically.
SparkR & Analytics: Leverage the power of R syntax within the Spark engine for advanced statistical analysis.
Who is this course for? This course is perfect for Data Scientists who want to scale their models from their laptop to the cloud, and Software Engineers who want to break into the lucrative field of Big Data.
Don't let the data overwhelm you. Master the tools to control it. Enroll today and start building scalable Big Data solutions on the world's leading cloud platform.
