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Duration 14 hours
Course Outline
Introduction to Google Colab Pro
- Comparing Colab and Colab Pro: key features and constraints
- Notebook creation and management
- Hardware accelerators and runtime configurations
Python Programming in the Cloud
- Code cells, markdown usage, and notebook architecture
- Installing packages and setting up environments
- Saving and version-controlling notebooks via 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 utilizing GPU/TPU resources
- Assessing and optimizing model performance
Working with Deep Learning Frameworks
- Utilizing PyTorch within the Colab Pro environment
- Optimizing memory usage and runtime resources
- Storing checkpoints and recording training logs
Integration and Collaboration
- Mounting Google Drive and accessing shared datasets
- Facilitating collaboration through shared notebooks
- Exporting projects to GitHub or PDF for distribution
Performance Optimization and Best Practices
- Managing session duration and handling timeouts
- Structuring code efficiently within notebooks
- Strategies for long-running and production-grade tasks
Summary and Next Steps
Requirements
- Proficiency in Python programming
- Familiarity with Jupyter notebooks and fundamental data analysis techniques
- A solid understanding of standard machine learning workflows
Target Audience
- Data scientists and analysts
- Machine learning engineers
- Python developers involved in AI or research initiatives
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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