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
Introduction to Model Fine-Tuning on Ollama
- Understanding the need for fine-tuning AI models
- Key benefits of customization for specific applications
- Overview of Ollama’s capabilities for fine-tuning
Setting Up the Fine-Tuning Environment
- Configuring Ollama for AI model customization
- Installing required frameworks (PyTorch, Hugging Face, etc.)
- Ensuring hardware optimization with GPU acceleration
Preparing Datasets for Fine-Tuning
- Data collection, cleaning, and preprocessing
- Labeling and annotation techniques
- Best practices for dataset splitting (training, validation, testing)
Fine-Tuning AI Models on Ollama
- Choosing the right pre-trained models for customization
- Hyperparameter tuning and optimization strategies
- Fine-tuning workflows for text generation, classification, and more
Evaluating and Optimizing Model Performance
- Metrics for assessing model accuracy and robustness
- Addressing bias and overfitting issues
- Performance benchmarking and iteration
Deploying Customized AI Models
- Exporting and integrating fine-tuned models
- Scaling models for production environments
- Ensuring compliance and security in deployment
Advanced Techniques for Model Customization
- Using reinforcement learning for AI model improvements
- Applying domain adaptation techniques
- Exploring model compression for efficiency
Future Trends in AI Model Customization
- Emerging innovations in fine-tuning methodologies
- Advancements in low-resource AI model training
- Impact of open-source AI on enterprise adoption
Summary and Next Steps
Requirements
- Strong understanding of deep learning and LLMs
- Experience with Python programming and AI frameworks
- Familiarity with dataset preparation and model training
Audience
- AI researchers exploring model fine-tuning
- Data scientists optimizing AI models for specific tasks
- LLM developers building customized language models
14 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 3200 € + VAT*
Contact us for an exact quote and to hear our latest promotions
