Optimizing Pandas Workflows with Modin
This training focuses on increasing data processing performance in Python environments through use of the Modin library as an extension for Pandas. The program covers both theoretical foundations of parallel processing and practical aspects of optimizing existing code. Participants learn techniques for efficient large dataset processing, learning to identify and eliminate performance bottlenecks. Classes are conducted in workshop format, where theory is immediately verified on real datasets.
Required Participant Preparation
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Practical Python and Pandas knowledge
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Experience in data analysis
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Basic knowledge of parallel processing
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Familiarity with application performance issues
Benefits
- After completing the training, participants will be able to effectively use the Modin library to optimize data processing in Python
- They will gain the ability to identify and eliminate bottlenecks in code using Pandas
- They will learn to design efficient solutions for large dataset processing
- They will be able to migrate existing Pandas code to solutions using Modin
- They will master debugging and performance profiling techniques in data processing contexts
- Memory management in analytical applications
- They will learn to optimize DataFrame operations in distributed environments
Who is this training for?
Training program
Architecture and operating principles
- Integration with Pandas
- Differences and similarities
- Environment preparation
- Operation Optimization
- Parallel processing
- DataFrame operations
- Aggregations and grouping
Memory management
- Data stream processing
Query optimization
- Performance profiling
Debugging problems
- Deployment and Integration
- Existing code migration
- Ecosystem integration
- Performance monitoring
Delivery Methods
Online
- Convenience of participating from anywhere
- Interactive live sessions with trainer
- Materials available for 30 days
- No travel costs
On-site
- Direct contact with trainer and group
- Intensive hands-on workshops
- Networking with other participants
- Full focus on learning
Frequently asked questions
Who is the Optimizing Pandas Workflows with Modin training for?
This training is designed for professionals looking to develop skills in optimizing pandas workflows with modin. Required level: intermediate.
How long is the Optimizing Pandas Workflows with Modin training?
The training lasts 2. Available in online or on-site format.
Will I receive a certificate?
Yes — every participant receives a completion certificate confirming acquired competencies. EITT holds ISO 9001 accreditation.
Can this training be conducted for a closed group?
Yes — we offer dedicated closed trainings for companies. We customize the program to your team's needs. Contact us for an individual quote.
Request a quote
Funding Options
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Development Services Database
Up to 80% funding for SMEs from EU funds
Check availabilityNational Training Fund
Up to 100% funding for employers
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