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Duration 14 hours
Course Outline
Introduction to Google Colab Pro
- Comparing Colab and Colab Pro: key features and limitations
- Notebook creation and management strategies
- Configuring hardware accelerators and runtime settings
Python Programming in the Cloud
- Structuring notebooks using code cells and markdown
- Installing packages and setting up development environments
- Saving and versioning notebooks within Google Drive
Data Processing and Visualization
- Ingesting and analyzing data from files, Google Sheets, or APIs
- Leveraging Pandas, Matplotlib, and Seaborn for analysis
- Streaming and visualizing large-scale datasets
Machine Learning with Colab Pro
- Implementing Scikit-learn and TensorFlow within Colab
- Training models using GPU and TPU resources
- Assessing and tuning model performance metrics
Working with Deep Learning Frameworks
- Integrating PyTorch with Colab Pro
- Optimizing memory usage and runtime resources
- Saving checkpoints and logging training data
Integration and Collaboration
- Mounting Google Drive and loading shared datasets
- Facilitating collaboration through shared notebooks
- Exporting content to GitHub or PDF for broader distribution
Performance Optimization and Best Practices
- Managing session lifetimes and handling timeouts
- Organizing code efficiently within notebooks
- Best practices for long-running or production-level tasks
Summary and Next Steps
Requirements
- Practical experience with Python programming.
- Proficiency with Jupyter notebooks and fundamental data analysis techniques.
- A solid grasp of common machine learning workflows.
Target Audience
- Data scientists and analysts.
- Machine learning engineers.
- Python developers engaged in AI or research-driven projects.
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 2600 € + VAT*
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