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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.
Investment

Price per private group, online live training, starting from 3200 € + VAT*

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