Course Outline
Introduction to Advanced Machine Learning Models
- Overview of complex models: Random Forests, Gradient Boosting, Neural Networks
- When to use advanced models: Best practices and use cases
- Introduction to ensemble learning techniques
Hyperparameter Tuning and Optimization
- Grid search and random search techniques
- Automating hyperparameter tuning with Google Colab
- Using advanced optimization techniques (Bayesian, Genetic Algorithms)
Neural Networks and Deep Learning
- Building and training deep neural networks
- Transfer learning with pre-trained models
- Optimizing deep learning models for performance
Model Deployment
- Introduction to model deployment strategies
- Deploying models in cloud environments using Google Colab
- Real-time inference and batch processing
Working with Google Colab for Large-Scale Machine Learning
- Collaborating on machine learning projects in Colab
- Using Colab for distributed training and GPU/TPU acceleration
- Integrating with cloud services for scalable model training
Model Interpretability and Explainability
- Exploring model interpretability techniques (LIME, SHAP)
- Explainable AI for deep learning models
- Handling bias and fairness in machine learning models
Real-World Applications and Case Studies
- Applying advanced models in healthcare, finance, and e-commerce
- Case studies: Successful model deployments
- Challenges and future trends in advanced machine learning
Summary and Next Steps
Requirements
- Solid grasp of machine learning algorithms and underlying concepts
- Proficiency in Python programming
- Familiarity with Jupyter Notebooks or Google Colab
Audience
- Data scientists
- Machine learning practitioners
- AI engineers
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 3900 € + VAT*
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Testimonials (2)
Getting people that never used AI some repetition in prompting and people that do use AI to consider different methods to using it.
Matthew Gay - Tarsus Pharmaceuticals
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Working from first principles in a focused way, and moving to applying case studies within the same day
