Machine Learning and Big Data
The training presents the practical application of Machine Learning techniques in the context of Big Data. The program is designed to help participants understand how to effectively combine Machine Learning capabilities with Big Data challenges. During the intensive workshop, participants work on real data sets, learning to implement scalable ML solutions. The class focuses on the practical aspects of implementing machine learning models in a production environment, taking into account performance and scalability.
Issues
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Scalable ML algorithms
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ML systems architecture
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Distributed Learning
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Performance optimization
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Model management
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Production monitoring
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Data processing
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ML best practices
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Deployment of models
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Updating systems
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Troubleshooting
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Resource management
Benefits
- Upon completion of the training, the participant will be able to design and implement scalable Machine Learning solutions for large data sets
- The ability to optimize the performance of ML models in a production environment
- He or she will learn to select appropriate algorithms and techniques for specific Big Data use cases
- Will be able to effectively manage the lifecycle of ML models in production
- Will learn methods for monitoring and maintaining machine learning systems
- Will gain the ability to solve performance problems in ML applications
- Will master best practices for implementing Machine Learning solutions at scale in Big Data
Who is this training for?
Prerequisites
- Knowledge of the basics of machine learning
- Programming experience
- Knowledge of statistics
- Understanding the systems architecture
Training program
Specifics of machine learning on large collections
- ML systems architecture
Data preparation
- Challenges of scalability
- Implementation of models
- Scalable ML algorithms
- Optimization techniques
- Distributed Learning
Model management
- Processing and performance
- Processing optimization
- Resource management
- Performance monitoring
Troubleshooting
- Production implementation
Deployment process
- Monitoring models
- Upgrade and maintenance
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 Machine Learning and Big Data training for?
This training is designed for professionals looking to develop skills in machine learning and big data. Required level: intermediate.
How long is the Machine Learning and Big Data training?
The training lasts 1. 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
Check funding options for your company
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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We train teams at Poland's largest companies
Interested in this training?
Contact us - we'll prepare an offer tailored to your organization's needs.