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.
Course Outline
Overview of AI in Python
- Key concepts and scope of AI
- Python libraries for AI development
- AI project structure and workflow
Data Preparation for AI
- Data cleaning, transformation, and feature engineering
- Handling missing and unbalanced data
- Feature scaling and encoding
Supervised Learning Techniques
- Regression and classification algorithms
- Ensemble methods: Random Forest, Gradient Boosting
- Hyperparameter tuning and cross-validation
Unsupervised Learning Techniques
- Clustering methods: K-Means, DBSCAN, hierarchical clustering
- Dimensionality reduction: PCA, t-SNE
- 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 (Intro)
- Core concepts of 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
Summary and Next Steps
Requirements
- Solid understanding of Python programming fundamentals
- Experience with data analysis libraries such as NumPy and pandas
- Basic knowledge of machine learning concepts and algorithms
Audience
- Software developers aiming to expand their AI development skills
- Data analysts seeking to apply AI techniques to complex datasets
- R&D professionals building AI-powered applications
35 Hours
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)
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
