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Course Outline
Introduction to Artificial Intelligence
- Defining AI and its practical applications
- Distinguishing between AI, Machine Learning, and Deep Learning
- Overview of key tools and platforms
Python for AI
- Refresher on fundamental Python concepts
- Utilizing Jupyter Notebook for development
- Managing library installations and dependencies
Working with Data
- Data preparation and cleaning processes
- Leveraging Pandas and NumPy for data manipulation
- Visualizing data using Matplotlib and Seaborn
Machine Learning Basics
- Comparison of Supervised vs. Unsupervised Learning
- Exploration of classification, regression, and clustering techniques
- Processes for model training, validation, and testing
Neural Networks and Deep Learning
- Understanding neural network architectures
- Implementation using TensorFlow or PyTorch
- Building and training deep learning models
Natural Language and Computer Vision
- Techniques for text classification and sentiment analysis
- Fundamentals of image recognition
- Applying pre-trained models and transfer learning
Deploying AI in Applications
- Methods for saving and loading models
- Integrating AI models into APIs or web applications
- Best practices for testing and ongoing maintenance
Summary and Next Steps
Requirements
- A solid understanding of programming logic and structures
- Practical experience with Python or comparable high-level programming languages
- Basic familiarity with algorithms and data structures
Audience
- IT systems professionals
- Software developers looking to integrate AI capabilities
- Engineers and technical managers exploring AI-driven solutions
40 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 6500 € + VAT*
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Testimonials (1)
That i gained a knowledge regarding streamlit library from python and for sure i'll try to use it to improve applications in my team which are made in R shiny
