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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.
Investment

Price per private group, online live training, starting from 2600 € + VAT*

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