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Track 04 of 7

DataOps & MLOps

CI/CD neurons, monitoring, chaos testing, and model versioning that survive production.

DevOps EngineerMLOps EngineerSREPlatform Engineer
AssociateProfessionalMaster

WHAT YOU BUILD

CI/CD neurons, monitoring, chaos testing, model versioning

VOX MODES

Primary Guardian · Secondary Builder

VOX ACTIVE DURING

CI/CD, monitoring, reliability

Weeks 1–12

DataOps & MLOps: Associate

Novice → Cell Builder

5–8 hrs/week8–12 neurons

Learn the Nuvoro platform fundamentals and build your first working neurons, using mock data before real credentials.

Curriculum

  1. W1Your First Container Cell
  2. W2CI/CD for Neurons
  3. W3Monitoring Basics
  4. W4Deployment Automation
  5. W5Configuration Management
  6. W6Testing in Production
  7. W7Error Handling & Alerting
  8. W8Log Aggregation & Analysis
  9. W9Basic Orchestration
  10. W10Resource Management
  11. W11Mini-Project: Automated Pipeline
  12. W12Associate Certification Week

Masked case studies

MASKED CASE STUDY

CloudRetail

50M+ daily transactions and 200+ microservices.

MASKED CASE STUDY

StreamFlix

200M subscribers and 40 ML models in production.

MASKED CASE STUDY

SocialNet

1B monthly active users and 500 microservices.

To certify

  • Complete all 12 weeks with a minimum 70% average on assignments
  • Pass the Vox Checkpoint quizzes with ≥ 60% average
  • Build and submit at least 8 neurons (minimum 2 cells each)
  • Pass the 2-hour Associate Build Challenge with limited Vox hints
  • Complete peer review of at least 4 other students' neurons
  • Pass a 15-minute Vox oral assessment on core concepts

What you get

  • Digital badge + LinkedIn-integrated certificate with QR code
  • Read-only access to the Global Registry
  • 1,000 XP + "Associate" title
  • Revenue share: 10% of listing price for any neuron you build

Weeks 13–24

DataOps & MLOps: Professional

Cell Builder → Pipeline Architect

8–12 hrs/week12–18 neurons

Build complex, multi-cell neurons that handle real-world edge cases: real credentials, error handling, and performance.

Curriculum

  1. W13Kubernetes Orchestration
  2. W14Feature Flags & A/B Testing
  3. W15Rollback & Disaster Recovery
  4. W16Chaos Engineering
  5. W17Advanced Monitoring
  6. W18Model Versioning & Registry
  7. W19Cost Optimization for Ops
  8. W20Security in Ops
  9. W21Pipeline as Code
  10. W22Event-Driven Ops
  11. W23Mini-Project: Enterprise Ops Platform
  12. W24Professional Certification Week

Masked case studies

MASKED CASE STUDY

TravelStay

10M monthly bookings, 500 microservices, 8 K8s clusters across 4 regions.

MASKED CASE STUDY

NewsMedia

50M daily readers and 200 content categories.

MASKED CASE STUDY

BankSecure

50M customers, $10B daily transaction volume.

To certify

  • Complete all 12 weeks with a minimum 75% average on assignments
  • Build and submit at least 12 neurons (minimum 5 cells each)
  • Pass the 4-hour Professional Build Challenge: real credentials, no Vox hints
  • Pass the Schema Integrity Test (10,000 fuzz tests)
  • Pass the Deterministic Replay Test (100 identical runs)
  • Complete a 2-week team project for a real business challenge
  • Pass peer review of 6 submissions + mentor 4 students

What you get

  • Digital badge + certificate with live neuron portfolio
  • Read + list access to the Global Registry
  • 2,500 XP + "Professional" title
  • Revenue share: 25% of listing price for Gold-certified neurons
  • Priority CI queue + 2× sandbox resources

Weeks 25–36

DataOps & MLOps: Master

Pipeline Architect → Constellation Architect

10–15 hrs/week18–24 neurons

Lead a team to design, build, and ship a certified neuron pack for a real business sponsor, in production, on a live SLA.

Curriculum

  1. W25Platform Engineering at Scale
  2. W26Multi-Cloud Orchestration
  3. W27Advanced Reliability Patterns
  4. W28Observability at Scale
  5. W29FinOps & Cost Governance
  6. W30Zero Trust & Security Mesh
  7. W31Edge & IoT Deployment
  8. W32Leading Platform Teams
  9. W33Enterprise SLA Management
  10. W34Capstone Week 1: Architecture
  11. W35Capstone Week 2: Build & Deploy
  12. W36Master Certification & Demo Day

Masked case studies

MASKED CASE STUDY

TeleCom

2,000 engineers, 50 teams, strict regulation across 12 countries.

MASKED CASE STUDY

AutoDrive

10,000 simulation jobs daily for safety certification.

MASKED CASE STUDY

SportStream

50M users, 99.99% uptime during live events.

To certify

  • Complete all 12 weeks with a minimum 80% average on assignments
  • Lead a team of 4 to build a certified neuron pack (8–15 neurons) for a real sponsor
  • Pass the 4-Test Constitutional Evaluation (purity, replay, schema, compensation)
  • Deploy to production for ≥ 14 days at ≥ 99.5% uptime
  • Demonstrate measurable, sponsor-quantified business value
  • Pass a live Demo Day presentation (15 min + 10 min Q&A)
  • Pass the 45-minute Master Oral Exam with Vox and a human expert

What you get

  • Digital badge + certificate with enterprise testimonial
  • Full read/write Global Registry access + enterprise features
  • Eligibility to become a Certified Instructor or join the Advisory Council
  • 5,000 XP + "Master" title
  • Revenue share: 40% of contract value for Platinum-certified constellations
  • $1,000/month Master Fellowship for 6 months

Ready to build your first DataOps & MLOps neuron?

Register at academy.nuvoro.com

Other tracks

01

Nuvoro Core Developer

Deterministic neurons, 20 cell types, Temporal orchestration

02

AI Prompt Engineer

Inference cells, RAG systems, constitutional AI validators

03

Data Engineer

ETL pipelines, streaming systems, data quality validators

05

Security & Compliance

Security audit neurons, GDPR validators, red-teaming tools

06

Business Architect

Market research neurons, pricing calculators, GTM planners

07

Constellation Architect

Multi-neuron systems, multi-cloud deployment, managed services