Course Outline
Course Outline Training Proposal
Day 1 - Introduction to AI and Python for Data Workflows
• Overview of the artificial intelligence and machine learning landscape
• The role of AI in modern data engineering
• Refresher on Python fundamentals for AI applications
• Data manipulation using pandas and NumPy
• Introduction to APIs and JSON data handling
• Mini exercise: loading and transforming datasets
Day 2 - Machine Learning Foundations for Practitioners
• Supervised and unsupervised learning concepts
• Feature engineering and data preparation techniques
• Basics of model training using scikit-learn
• Model evaluation and performance metrics
• Introduction to model deployment concepts
• Practical session: building a simple predictive model
Day 3 - Introduction to LLMs and Prompt Engineering
• Understanding large language models and their underlying mechanisms
• Tokenization, context windows, and limitations
• Principles and techniques for prompt design
• Zero-shot and few-shot prompting strategies
• Strategies for prompt evaluation and iteration
• Practical prompt engineering exercises
Day 4 - Building AI Applications with LLMs
• Utilising LLM APIs in Python
• Concepts of structured outputs and function calling
• Developing chat-based and task-oriented applications
• Introduction to Retrieval Augmented Generation (RAG)
• Connecting LLMs with external data sources
• Mini project: constructing a simple AI assistant
Day 5 - Productionizing AI Solutions
• Designing scalable AI workflows
• Integrating AI into data pipelines
• Monitoring and optimising model performance
• Cost optimization and API usage strategies
• Security and responsible AI considerations
• Final 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 6500 € + VAT*
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Testimonials (2)
Examples/exercices perfectly adapted to our domain
Luc - CS Group
Course - Scaling Data Analysis with Python and Dask
The trainer was very available to answer all te kind of question I did
