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Course Outline
Advanced Analytics with Spark
Big Data in the Cloud
Case Studies and Best Practices
Data Processing with Apache Spark
Introduction to Google Colab and Apache Spark
Optimizing Big Data Workflows
Summary and Next Steps
Visualization and Collaboration in Google Colab
- Integrating Colab with popular visualization libraries
- Collaborative workflows with Colab notebooks
- Sharing and exporting results
- Integrating Google Colab with cloud-based tools
- Using cloud storage for big data
- Working with Spark in distributed cloud environments
- Machine learning with Spark MLlib
- Performing real-time data analysis
- Distributed computing with Spark
- Overview of Google Colab
- Introduction to Apache Spark
- Setting up Spark in Google Colab
- Review of real-world big data applications
- Case studies using Apache Spark and Colab
- Best practices for big data analytics
- Tuning Spark for performance
- Optimizing memory and storage usage
- Scaling workflows for large datasets
- Working with RDDs and DataFrames
- Loading and processing large datasets
- Using Spark SQL for querying structured data
Requirements
Audience
- Basic knowledge of data science concepts
- Familiarity with Apache Spark
- Python programming skills
- Data scientists
- Data engineers
- Researchers working with big data
14 Hours
Testimonials (5)
Hands-on examples allowed us to get an actual feel for how the program works. Good explanations and integration of theoretical concepts and how they relate to practical applications.
Ian - Archeoworks Inc.
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Lab exercise
Tse Kiat - ST Engineering Training & Simulation Systems Pte. Ltd.
Course - Automated Monitoring with Zabbix
All the topics which he covered including examples. And also explained how they are helpful in our daily job.
madduri madduri - Boskalis Singapore Pte Ltd
Course - QGIS for Geographic Information System
I liked Pablo's style, the fact that he covered a lot of subjects from report design , customization with html to implementing simple ML algortithms. Good balance theoretical information / exercices. Pablo really covered all topics i was interested in and gave comprehensive answers to my questions.
Cristian Tudose - SC Automobile Dacia SA
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