Kick-start your learning
- Meet Your Mentor
- Your learning Process - Learn, Train, Practice and Apply
- Your Course Guide - Pathway to success
- Resource Bundle - Code and Data
Introduction to Apache Spark
- Start your Spark engines
Setup your Spark / Python environment Run your first Spark Program ! - Apache Spark eco-system
- RDD : The foundation of Spark
- Spark Architecture - How it all works.
- Spark Project work flow - How it gets done.
- Spark Architecture
Spark Programming with Python
- Loading and Storing Data
Loading and Storing Data - @Practice() Loading and Storing Data
- Transformations - Change how data looks
Transformations - @Practice() Transformations
- Actions - Extract insights from Data
Actions - @Practice() Actions
- Key-Value RDDs
Key-Value RDDs - @Practice() Key-Value RDDs
- Advanced Spark
Advanced Spark - Enhanced Capabilities - @Practice() Advanced Spark
Spark SQL
- Spark SQL Data Frames - the new era
SQL Data Frames - @Practice() SQL Data Frames
- Temp Tables / Views - Easy querying
Temp Tables / Views - @Practice() Temp Tables/ Views
Spark Streaming
- Spark Streaming - real time data processing
- Spark Streaming Architecture - how it works.
Spark Streaming
Machine Learning with Spark
- Types of Analytics - simple to predictive
- Types of Machine Learning
- Analyzing results and Errors
- Spark ML Concepts - new data types
- Linear Regression - fit to a line
Linear Regression Use Case - Decision Trees Classification
Decision Trees Use Case - Principal Component Analysis
- Random Forest Classification
Random Forests and PCA Use Case - Text Pre-processing with TF-IDF
- Naive Bayes Classification
Naive Bayes and Text Pre-processing Use Case - K-Means Clustering - grouping similar items
K-Means Clustering Use Case - Recommendation Engines
Recommendation Engines Use Case
APPLY : Your Course Challenge Project
- Real world problem Statement - Credit Card defaulters
- Hints to help you with the project
- Final Solution Review - we did it !
Conclusion
- Closing Remarks
- BONUS Lecture - Your next steps & Discount coupons
