Machine Learning with Python - An Intensive Workshop
An intensive hands-on workshop on machine learning using the Python language and popular ML libraries. Participants will gain practical skills in data preparation, model building and deployment. The program focuses on practical aspects of ML, from data mining to model deployment, using real-world use cases.
Issues
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Machine learning algorithms
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Data preparation
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Feature engineering
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Validation of models
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Ensemble methods
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Clustering
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Dimensionality reduction
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Text processing
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Image analysis
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Deployment of models
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Performance optimization
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Best practices in ML
Benefits
- The participant will be able to independently implement machine learning projects from start to finish
- The ability to select and implement appropriate ML algorithms for various business problems
- Will learn how to effectively prepare data for modeling
- Will learn techniques for evaluating and optimizing ML models
- Will know how to implement models into a production environment
- Will develop practical skills in processing different types of data
Who is this training for?
Prerequisites
- Basic knowledge of Python
- Knowledge of basic statistics
- Fundamentals of linear algebra
- Understand basic programming concepts
Training program
Types of ML problems
- Data preparation
- Algorithm selection
- Validation of models
- Supervised learning models
Classification models
- Regression models
- Ensemble learning
- Quality assessment of models
- Unsupervised learning models
Clustering
- Dimensionality reduction
- Anomaly detection
- Visualize the results
Practical aspects of ML
- Text processing
- Image analysis
- Feature engineering
- Deployment of models
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 with Python - An Intensive Workshop for?
The target audience includes programmers who want to specialize in ML, data analysts developing ML skills, and Data Scientists new to ML. Level: intermediate.
How long is the Machine Learning with Python - An Intensive Workshop?
The training lasts 2 days. It is delivered online or on-site.
Will I receive a certificate?
Yes — every participant receives a completion certificate confirming acquired competencies. EITT is ISO 9001 certified.
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
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Interested in this training?
Contact us - we'll prepare an offer tailored to your organization's needs.