Learn MLOps engineer — automation of the ML model lifecycle (CI/CD, monitoring, scaling)

Documents (Click the card to open the document in a new window)

Job description. MLOps Engineer (MLOps Engineer). Document. (Job description. Job description. MLOps responsibilities. CI/CD for ML. Automation of ML models.)

KPI Map / Performance Indicator System. MLOps Engineer. Document. (KPI. Key performance indicators. MLOps performance indicators. Deployment frequency. Model monitoring metrics.)

Employee Business Process Map. MLOps Engineer. Document. (BPMN. IDEF0. EPC. MLOps Work Scenarios. Stage Checklists. CI/CD pipeline. Model Monitoring.)

Soft skills (Click the card to open the document in a new window)

Analytical thinking and solving complex problems. Training. (Critical thinking. Problem solving. Decision making. Self-study. Training. Coaching. Lecture. Courses. Soft skill.)

Development of communication skills and effective teamwork Course. (Soft skills, Business communication, Conflict management, Cooperation. Self-study. Training. Coaching. Lecture. Courses. Soft skill.)

Skills for personal growth and career development Soft skill.. (Personal development. Career growth. Self-study. Training. Coaching. Lecture. Courses. Soft skill.)

Efficient allocation of tasks to achieve goals Training. (Time management. Planning. Personal productivity. Self-study. Training. Coaching. Lectures. Courses. Soft skills.)

Attention to detail and concentration when performing precise work Soft skill. (Accuracy. Responsibility. Carefulness. Safety. Electrical installation. Independence. Awareness.)

Stress resistance and punctuality Soft skill. (Time management. Time management. Soft skill. Self-study. Training. Coaching. Lecture. Courses. Soft skill.)

Leadership and Mentoring. Soft skill. (Leadership. Mentoring. Knowledge sharing. Team guidance.)

Hard skills (Click the card to open the document in a new window)

CI/CD based on GitLab

(gitlab ci cd, gitlab ci pipelines, gitlab ci yaml, gitlab ci stages, gitlab ci artifacts cache, gitlab ci rules only except, gitlab ci variables scope, gitlab ci dynamic pipeline, gitlab ci trigger multi project, gitlab ci include templates, gitlab ci needs parallel matrix, gitlab ci downstream bridge, gitlab ci dependency proxy)

DevOps engineer

(DevOps practices, DevOps tools, DevOps pipeline, infrastructure as code with Terraform, server configuration with Ansible, Docker containerization, Kubernetes, DevOps monitoring with Prometheus, CI/CD processes, Kubernetes Helm charts, Terraform state management, Ansible role creation, Jenkins declarative pipeline)

Prometheus

(prometheus monitoring, prometheus setup, prometheus metrics, prometheus exporter node exporter, prometheus alertmanager setup, prometheus, service discovery, prometheus blackbox exporter, prometheus pushgateway, prometheus relabel_config examples, prometheus recording rules, prometheus federation setup, prometheus thanos long-term storage, prometheus victoriametrics comparison, prometheus metric_relabel_configs, prometheus consul service discovery)

Python programming. Data structures and algorithms in Python

Hard skill. (Self-study. Q&A. Tutorials. Python. Pandas. Asyncio.)

(Python algorithms, Python data structures, Python algorithms and data structures, Python recursion, Python sorting implementations, Python binary search, Python linked list, Python hash table, Big-O asymptotics for Python, double-ended queue (collections deque), heapq heap and priority queue, bisect module working with sorted lists)

CQRS and Event Sourcing Microservices with Kafka

(cqrs event sourcing, microservices kafka, kafka microservices, cqrs kafka training, event sourcing kafka course, kafka microservices patterns, mediator pattern cqrs, apache kafka microservices, kafka event store mongodb, optimistic concurrency control event sourcing, event store kafka)

Terraform: Infrastructure as Code. A Comprehensive Practical Guide

(Terraform infrastructure as code, Terraform configuration, IaC Terraform, Terraform state management, Terraform providers AWS Azure GCP, Terraform modules, Terraform workspace environments, Terraform plan and apply, Terraform remote state S3 backend DynamoDB locking, Terraform Terragrunt wrapper, Terraform import of existing resources, Terraform data sources, Terraform lifecycle rules create_before_destroy, Terraform locals expressions)

Version control Git and GitHub. Hard skill. (Self-study. Q&A. Tutorials. Branching.)

Highload System Architecture Mastery Hard skill. (Highload architecture, scalable systems, database sharding, master-slave replication, Redis caching, Nginx load balancing, consistent hashing, circuit breaker pattern, bulkhead isolation pattern. Self-study. Q&A. Questions Answers and explanations. Tutorials. Hard skill.)

Information security of computer systems and networks Hard skill. (Network information security, protection of computer networks, network security, firewall configuration, intrusion detection IDS, VPN data protection, information security threat model, cryptographic protection of information, Bell-LaPadula model access control, access control mechanisms, application-layer DDoS protection, SIEM event monitoring systems, OWASP Top 10 web vulnerabilities. Self-study. Q&A. Questions Answers and explanations. Tutorials. Hard skill.)

Cloud platforms and architecture Hard skill. (AWS, Azure, GCP, IaaS, PaaS, SaaS, Cloud-native, Cloud security, IAM access management, Cloud network infrastructure. Self-study. Q&A. Tutorials. Hard skill.)

Profession program