Thank you for sending your enquiry! One of our team members will contact you shortly.
Thank you for sending your booking! One of our team members will contact you shortly.
Duration 35 hours
Course Outline
Overview of AI in Python
- Core concepts and the scope of AI
- Python libraries for AI development
- Structuring AI projects and defining workflows
Data Preparation for AI
- Data cleaning, transformation, and feature engineering
- Addressing missing and imbalanced data
- Feature scaling and encoding techniques
Supervised Learning Techniques
- Regression and classification algorithms
- Ensemble methods: Random Forest and Gradient Boosting
- Hyperparameter tuning and cross-validation
Unsupervised Learning Techniques
- Clustering methods: K-Means, DBSCAN, and hierarchical clustering
- Dimensionality reduction: PCA and t-SNE
- Practical use cases for unsupervised learning
Neural Networks and Deep Learning
- Introduction to TensorFlow and Keras
- Building and training feedforward neural networks
- Optimizing neural network performance
Reinforcement Learning (Introduction)
- Core concepts: agents, environments, and rewards
- Implementing basic reinforcement learning algorithms
- Applications of reinforcement learning
Deploying AI Models
- Saving and loading trained models
- Integrating models into applications via APIs
- Monitoring and maintaining AI systems in production environments
Summary and Next Steps
Requirements
- A strong grasp of fundamental Python programming concepts
- Practical experience with data analysis tools such as NumPy and pandas
- Foundational knowledge of machine learning concepts and algorithms
Target Audience
- Software developers seeking to broaden their expertise in AI development
- Data analysts looking to apply AI techniques to complex datasets
- R&D professionals engaged in building AI-driven applications
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*
Contact us for an exact quote and to hear our latest promotions
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
