AI DevOps & MLOps

Establish foundational patterns for containerizing, versioning, and deploying LLM applications in production environments.

• 1.Containerizing LLM Applications with Model Artifacts and Dependency Management10m
• 2.Version Control Strategies for Prompts, Model Weights, and Application Code10m
• 3.Deployment Patterns: API Gateways, Load Balancing, and Inference Endpoints10m

Build automated testing, validation, and integration workflows specific to LLM application development cycles.

• 1.Automated Prompt Testing: Regression Suites and Golden Dataset Validation10m
• 2.Model Quality Gates: Perplexity, Accuracy, and Behavioral Test Automation10m
• 3.Embedding and Vector Store CI: Index Versioning and Retrieval Quality Checks10m

Implement progressive rollout strategies, canary deployments, and rollback mechanisms for LLM-powered applications.

• 1.Blue-Green and Canary Deployments for Model Updates and Prompt Changes10m
• 2.Feature Flags and A/B Testing Infrastructure for LLM Variants10m
• 3.Automated Rollback Triggers: Monitoring Latency, Token Usage, and Output Quality10m

Deploy comprehensive observability stacks and retraining pipelines to maintain LLM application performance at enterprise scale.

• 1.LLM Observability: Distributed Tracing, Token Metrics, and User Feedback Loops10m
• 2.Drift Detection and Continuous Evaluation: Production Data Monitoring Pipelines10m
• 3.Automated Retraining Workflows: Trigger Mechanisms, Fine-tuning Pipelines, and Model Registry Integration10m

Establish enterprise model governance, security controls, and regulatory compliance frameworks for production LLM systems.

• 1.Model Governance Frameworks for LLM Systems10m
• 2.Security Architecture for LLM Applications10m
• 3.Regulatory Compliance & Data Privacy Controls10m
• 4.Incident Response & Model Risk Management10m

Automate LLM evaluation, regression testing, and quality gates for production CI/CD workflows.

• 1.Automated Evaluation Frameworks for LLM Pipelines10m
• 2.Regression Testing and Golden Dataset Management10m
• 3.Security Scanning and Compliance Automation10m
• 4.Performance Benchmarking and Cost Optimization10m

Implement security controls, compliance frameworks, and vulnerability management for production LLM deployments.

• 1.Prompt Injection & Input Validation in CI/CD10m
• 2.Model Supply Chain Security & SBOM10m
• 3.Compliance Automation for Regulated Industries10m
• 4.Secrets Management & Runtime Security for LLM APIs10m

Implement security scanning, prompt injection defense, and regulatory compliance automation for production LLM pipelines.

• 1.LLM Security Scanning in CI Pipelines10m
• 2.Model Provenance & Supply Chain Security10m
• 3.Automated Compliance Testing for LLM Outputs10m
• 4.Secrets Management & Access Control for LLM APIs10m

Integrate security scanning, prompt injection defense, and compliance automation into LLM deployment pipelines.

• 1.Automated Security Scanning for LLM Dependencies10m
• 2.Prompt Injection Defense & Red-Teaming Automation10m
• 3.Secrets Management & API Key Rotation for LLM Providers10m
• 4.Compliance Automation: GDPR, SOC 2, and Data Residency10m

Automated testing frameworks, evaluation harnesses, and quality gates for production LLM systems.

• 1.Unit Testing LLM Components & Prompt Logic10m
• 2.Integration Testing for RAG & Multi-Agent Systems10m
• 3.Automated Evaluation Harnesses & Quality Gates10m
• 4.Security Testing & Adversarial Validation for LLMs10m

Master advanced multi-tenant orchestration, edge inference optimization, and hybrid cloud LLM deployment architectures.

• 1.Multi-Tenant LLM Platform Architecture & Isolation10m
• 2.Edge LLM Deployment: Quantization & Distributed Inference10m
• 3.Hybrid Cloud LLM Orchestration & Disaster Recovery10m
• 4.Capstone: End-to-End LLM DevOps for Telecom Network Operations10m

Design and deploy a production-grade, multi-agent LLM system with full CI/CD automation and observability.

• 1.Capstone Architecture: Multi-Tenant RAG System Design10m
• 2.Capstone Implementation: Automated Testing & Quality Gates10m
• 3.Capstone Deployment: Infrastructure as Code & GitOps10m
• 4.Capstone Presentation: Business Impact & Continuous Improvement10m

Advanced multi-cloud deployment strategies, disaster recovery, and zero-downtime updates for enterprise LLM systems.

• 1.Multi-Cloud LLM Orchestration & Failover Architecture10m
• 2.Zero-Downtime Model Updates & Blue-Green Deployments10m
• 3.Disaster Recovery & Business Continuity for Agentic Systems10m
• 4.Capstone: Global LLM Platform with Multi-Region Resilience10m

Design, implement, and defend production-grade LLM deployment architectures with multi-region resilience and governance.

• 1.Multi-Tenant LLM Platform Architecture Design10m
• 2.Zero-Downtime Blue-Green LLM Model Swaps10m
• 3.Regulatory Compliance Automation in LLM Pipelines10m
• 4.Capstone: Design Your Production LLM Platform10m

Design and present a complete MLOps architecture for a Fortune 500 telecommunications LLM deployment.

• 1.Capstone Scenario: TelecomCo AI Transformation10m
• 2.Architecture Design: MLOps Infrastructure Blueprint10m
• 3.Deployment Strategy: Blue-Green Multi-Region Rollout10m
• 4.Executive Presentation: ROI & Strategic Roadmap10m