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Course Outline
Introduction
Setting up a Working Environment
Installing Auto-Keras
Anatomy of a Standard Machine Learning Workflow
How Auto-Keras Automates the Machine Learning Workflow
Searching for the Best Neural Network Architecture with NAS (Neural Architecture Search)
Case Study: AutoML with Auto-Keras
Downloading a Dataset
Building a Machine Learning Model
Training and Testing the Model
Tuning the Hyperparameters
Building, Training, and Testing Additional Models
Tweaking the Hyperparameters to Improve Accuracy
Configuring Auto-Keras for Deep Learning Models
Troubleshooting
Summary and Conclusion
Requirements
- Experience working with machine learning models.
- Python programming experience is helpful but not necessary.
Audience
- Data analysts
- Subject matter experts (domain experts)
- Data scientists
14 Hours
Custom Corporate Training
Training solutions designed exclusively for businesses.
- Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
- Flexible Schedule: Dates and times adapted to your team's agenda.
- Format: Online (live), In-company (at your offices), or Hybrid.
Price per private group, online live training, starting from 3200 € + VAT*
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