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All Lessons
Free Lessons (3)
Introduction to the Course
About This Course
What We Will Learn
Introduction to Big Data
Overview of Big Data
Big Data Processing Concepts
Big Data Storage Concepts
Introduction to Data Ingestion
Quiz: Introduction to Big Data
Exploring PySpark Core and RDDs
Introduction to Apache Spark
Overview of PySpark
Resilient Distributed Datasets (RDDs)
RDD Operations
Quiz: PySpark RDDs
PySpark DataFrames and SQL
PySpark DataFrames
Advanced PySpark DataFrame Operations
Introduction to PySpark SQL
Data Exploration and Analysis with PySpark SQL
Quiz: PySpark Data Structures
Solution: PySpark Data Structures
Customer Churn Analysis Using PySpark
Introduction to Customer Churn Analysis
Quiz: Customer Churn Analysis Using PySpark
Solution: Customer Churn Analysis Using PySpark
Machine Learning with PySpark
Overview of Machine Learning Concepts
Introduction to PySpark MLlib
The ML Pipeline in PySpark
Feature Extraction Techniques in PySpark MLlib
Feature Transformation Techniques in PySpark MLlib
Quiz: Machine Learning with PySpark
Modeling with PySpark MLlib
Regression with PySpark MLlib
Classification with PySpark MLlib
Unsupervised Learning with PySpark MLlib
Model Selection and Hyperparameter Tuning Using PySpark MLlib
Model Evaluation Metrics in Depth
Predicting Diabetes in Patients Using PySpark MLlib
Introduction to the Diabetes Prediction Analysis
Quiz: Predicting Diabetes Using PySpark MLlib
Solution: Predicting Diabetes Using PySpark MLlib
Performance Optimization in PySpark
Introduction to Performance Optimization
Partition Optimization
Broadcast Variables and PySpark Accumulators
Optimizing DataFrame Operations in PySpark
Quiz: Performance Optimization in PySpark
PySpark Optimization: Analyzing NYC Restaurants Data
Introduction to PySpark Optimization Using NYC Restaurant Data
Quiz: Optimizing PySpark DataFrame Operations
Solution: Optimizing PySpark DataFrame Operations
Integrating PySpark with Other Big Data Tools
Integrating PySpark with Other Tools and Best Practices
PySpark Integration with Apache Hive
PySpark Integration with Apache Kafka
Quiz: PySpark Integration Tools
Wrap Up
Final Conclusion
Project
Apriori Algorithm for Finding Frequent Itemsets with PySpark
Mastering Big Data with PySpark
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Quiz: Introduction to Big Data
Quiz: Introduction to Big Data
Test your understanding of the introduction to big data.
We'll cover the following...
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