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 14 hours
Course Outline
Introduction to Devstral and Mistral Models
- Overview of Mistral’s open-source model portfolio
- Implications of Apache-2.0 licensing for enterprise adoption
- The specific role of Devstral in coding and agentic workflows
Self-Hosting Mistral and Devstral Models
- Preparation of environments and selection of infrastructure
- Containerisation and deployment strategies using Docker and Kubernetes
- Scalability considerations for production-grade usage
Fine-Tuning Techniques
- Comparing supervised fine-tuning with parameter-efficient tuning
- Dataset preparation and data cleaning processes
- Examples of domain-specific customisation
Model Operations and Versioning
- Best practices for managing the model lifecycle
- Strategies for model versioning and rollback procedures
- Integrating CI/CD pipelines for ML models
Governance and Compliance
- Security considerations for open-source deployments
- Ensuring monitoring and auditability in enterprise contexts
- Aligning with compliance frameworks and responsible AI practices
Monitoring and Observability
- Tracking model drift and potential accuracy degradation
- Implementing instrumentation for inference performance
- Defining alerting and response workflows
Case Studies and Best Practices
- Industry use cases illustrating Mistral and Devstral adoption
- Balancing cost efficiency, performance, and control
- Key insights gained from open-source Model Operations
Conclusion and Future Steps
Requirements
- A solid grasp of machine learning workflows
- Proficiency with Python-based ML frameworks
- Knowledge of containerisation and deployment environments
Target Audience
- ML engineers
- Data platform teams
- Research 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 2600 € + VAT*
Contact us for an exact quote and to hear our latest promotions
