コース概要
Introduction to Google Colab and Apache Spark
- Overview of Google Colab
- Introduction to Apache Spark
- Setting up Spark in Google Colab
Data Processing with Apache Spark
- Working with RDDs and DataFrames
- Loading and processing large datasets
- Using Spark SQL for querying structured data
Advanced Analytics with Spark
- Machine learning with Spark MLlib
- Performing real-time data analysis
- Distributed computing with Spark
Visualization and Collaboration in Google Colab
- Integrating Colab with popular visualization libraries
- Collaborative workflows with Colab notebooks
- Sharing and exporting results
Optimizing Big Data Workflows
- Tuning Spark for performance
- Optimizing memory and storage usage
- Scaling workflows for large datasets
Big Data in the Cloud
- Integrating Google Colab with cloud-based tools
- Using cloud storage for big data
- Working with Spark in distributed cloud environments
Case Studies and Best Practices
- Review of real-world big data applications
- Case studies using Apache Spark and Colab
- Best practices for big data analytics
Summary and Next Steps
要求
- Basic knowledge of data science concepts
- Familiarity with Apache Spark
- Python programming skills
Audience
- Data scientists
- Data engineers
- Researchers working with big data
お客様の声 (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.
コース - ArcGIS Fundamentals
Lab exercise
Tse Kiat - ST Engineering Training & Simulation Systems Pte. Ltd.
コース - 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
コース - QGIS for Geographic Information System
私はパブロのスタイル、レポートのデザイン、HTML によるカスタマイズからシンプルな ML アルゴリズムの実装まで、多くのテーマをカバーしている点が気に入りました。Go理論情報と演習のバランスも取れています。パブロは私が興味を持っているすべてのトピックを実際にカバーし、私の質問に包括的に答えてくれました。
Cristian Tudose - SC Automobile Dacia SA
コース - Advanced Data Analysis with TIBCO Spotfire
Machine Translated
Actual application of spotfire and all basic functions.