Course Outline
Course Outline Training Proposal
Day 1 - Introduction to AI and Python for Data Workflows
• Survey of the current artificial intelligence and machine learning landscape
• The role of AI within modern data engineering practices
• Review of Python essentials for AI applications
• Data manipulation using pandas and NumPy
• Fundamentals of API interaction and JSON data management
• Practical exercise: Loading and transforming datasets
Day 2 - Machine Learning Foundations for Practitioners
• Concepts of supervised and unsupervised learning
• Techniques for feature engineering and data preparation
• Basics of model training utilizing scikit-learn
• Model assessment and key performance metrics
• Overview of model deployment strategies
• Practical activity: Constructing a basic predictive model
Day 3 - Introduction to LLMs and Prompt Engineering
• Insights into the functioning of large language models
• Tokenization, context windows, and inherent limitations
• Core principles and techniques for prompt design
• Zero-shot and few-shot prompting methods
• Strategies for prompt evaluation and iterative refinement
• Practical prompt engineering exercises
Day 4- Building AI Applications with LLMs
• Utilizing LLM APIs within Python environments
• Concepts of structured outputs and function calling
• Development of chat-based and task-oriented applications
• Overview of retrieval augmented generation
• Integrating LLMs with external data sources
• Mini-project: Creating a basic AI assistant
Day 5 - Productionizing AI Solutions
• Architecture for scalable AI workflows
• Integration of AI components into data pipelines
• Techniques for monitoring and enhancing model performance
• Strategies for cost optimization and API management
• Security protocols and responsible AI practices
• Capstone project: Developing an end-to-end AI solution
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 8000 € + VAT*
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Testimonials (2)
The trainer was very available to answer all te kind of question I did
Caterina - Stamtech
Course - Developing APIs with Python and FastAPI
Trainer develops training based on participant's pace
