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Duration 14 hours
Course Outline
Introduction to Scaling Mistral
- Overview of Mistral Medium 3 capabilities
- Navigating performance versus cost trade-offs
- Key considerations for enterprise scale
Deployment Strategies for LLMs
- Selection of serving topologies and architectural decisions
- Comparing on-premises versus cloud-based deployments
- Implementing hybrid and multi-cloud approaches
Optimizing Inference Performance
- Advanced batching techniques for high throughput
- Applying quantization methods to reduce costs
- Maximizing accelerator and GPU utilization
Ensuring Scalability and Reliability
- Scaling Kubernetes clusters for inference workloads
- Configuring load balancing and traffic routing
- Implementing fault tolerance and redundancy
Cost Engineering Methodologies
- Evaluating inference cost efficiency
- Right-sizing compute and memory resources
- Establishing monitoring and alerting for continuous optimization
Security and Compliance in Production
- Securing deployments and API endpoints
- Addressing data governance requirements
- Ensuring regulatory compliance within cost engineering practices
Case Studies and Industry Best Practices
- Reviewing reference architectures for large-scale Mistral implementations
- Analyzing lessons from enterprise deployment experiences
- Exploring emerging trends in efficient LLM inference
Conclusion and Path Forward
Requirements
- A robust grasp of machine learning model deployment.
- Practical experience with cloud infrastructure and distributed systems.
- Familiarity with performance tuning and cost-optimization methodologies.
Target Audience
- Infrastructure Engineers
- Cloud Architects
- MLOps Leaders
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*
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