Profession competency template

Use this template to prepare for interviews or publish a vacancy with the same skill structure. Hard skills, soft skills, and documents in one kit.

Profession template description

ML-инженер (Инженер машинного обучения) — разработка и внедрение моделей машинного обучения в продакшн (банки, финтех, технологические компании)


Profession template Publicprofession Riqli - main
Hard skills
Total 10
Python programming. Data structures and algorithms in PythonHard 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)
1158 Unique Has test
Version control Git and GitHub. Hard skill. (Self-study. Q&A. Tutorials. Branching.)
260 Template Has test
Основы работы с LLM (Large Language Models). Hard skill. (LLM. Large Language Models. GPT. Claude. Gemini. Архитектура трансформеров. Attention mechanism. Tokenization. Embeddings. Fine-tuning. Prompt engineering basics. Self-study. Q&A. Tutorials. Documentation.)
330 Template No test
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)
4113 Unique Has test
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.)
5232 Template Has test
Библиотеки машинного обучения: Scikit-learn, XGBoost, LightGBM, CatBoost. Hard skill. (Self-study. Q&A. Tutorials. Scikit-learn. XGBoost. LightGBM. CatBoost. Классификация. Регрессия. Кластеризация. Работа с табличными данными.)
634 Unique No test
Глубокое обучение: PyTorch и TensorFlow. Hard skill. (Self-study. Q&A. Tutorials. PyTorch. TensorFlow. Keras. Нейронные сети. CNN. RNN. LSTM. Трансформеры. Обучение нейросетей.)
775 Unique No test
Обработка и анализ данных: Pandas, NumPy, SQL, EDA. Hard skill. (Self-study. Q&A. Tutorials. Pandas. NumPy. SQL. EDA. Исследовательский анализ данных. Очистка данных. Предобработка данных. Визуализация.)
852 Unique No test
Построение пайплайнов данных и ETL/ELT. Hard skill. (Data pipelines. ETL. ELT. Airflow. Prefect. Luigi. Data engineering. Обработка больших данных. Apache Spark.)
957 Unique No test
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.)
10161 Unique Has test
Soft skills
Total 10
Analytical thinking and solving complex problems. Training. (Critical thinking. Problem solving. Decision making. Self-study. Training. Coaching. Lecture. Courses. Soft skill.)
185 Unique Implementation exist
Development of communication skills and effective teamwork Course. (Soft skills, Business communication, Conflict management, Cooperation. Self-study. Training. Coaching. Lecture. Courses. Soft skill.)
2175 Unique Implementation exist
Attention to detail and concentration when performing precise work Soft skill. (Accuracy. Responsibility. Carefulness. Safety. Electrical installation. Independence. Awareness.)
3219 Template Implementation exist
Efficient allocation of tasks to achieve goals Training. (Time management. Planning. Personal productivity. Self-study. Training. Coaching. Lectures. Courses. Soft skills.)
485 Unique Implementation exist
Stress resistance and punctuality Soft skill. (Time management. Time management. Soft skill. Self-study. Training. Coaching. Lecture. Courses. Soft skill.)
5196 Template Implementation absent
Time management and organization of the workday Soft skill. (Work efficiency. Time management. Productivity. Self-study. Training. Coaching. Lecture. Courses. Soft skill.)
647 Template Implementation absent
Creativity and out-of-the-box thinking Soft skill. (Creative thinking. Lateral thinking. Idea generation. Problem solving. Self-study. Training. Coaching. Lecture. Courses. Soft skill.)
774 Template Implementation exist
Training on personal effectiveness. Motivation. Discipline. Strategic thinking. Burnout. Goal setting. Course. Training. Soft skill. (Self-development, Personal growth, Financial management, Motivation)
8100 Unique Implementation exist
Принятие решений: стратегии и методы для руководителей Soft skill. (Управленческие решения. Бизнес-мышление. Анализ альтернатив. Self-study. Training. Coaching. Lecture. Courses. Soft skill.)
9110 Template Implementation exist
Эффективное делегирование задач для повышения продуктивности Training. (Task management. Leadership skills. Self-study. Training. Coaching. Lecture. Courses. Soft skill.)
1010 Unique Implementation absent
Documents
Total 3
Должностная инструкция. ML-инженер (Инженер машинного обучения). Document. (Job description. Должностная инструкция. Обязанности. ML Engineer duties. Разработка моделей. Внедрение в продакшн. MLOps.)
140 Unique No test
Карта KPI / система показателей эффективности. ML-инженер. Document. (KPI. Key performance indicators. Показатели эффективности. Метрики качества моделей. Accuracy. Precision. Recall. F1. ROC-AUC. Время инференса. Пропускная способность. MLOps метрики.)
244 Unique No test
Карта бизнес-процессов сотрудника. ML-инженер. Document. (BPMN. IDEF0. EPC. Сценарии работ. Чек-листы этапов. Бизнес-процессы. Сбор данных. EDA. Разработка модели. Обучение. Оценка. Внедрение. Мониторинг.)
359 Unique No test
Additional info
Language: ruCreated: Aug 30, 2026, 3:36:24 PMUpdated: Sep 4, 2026, 5:28:34 PMViews: 3
Summary
  • Documents: 3
  • Soft skills: 10
  • Hard skills: 10