80
技能
5
级别
103
必备
400
要求
LLM Engineer是ML & AI Engineering族群中的角色。涵盖5个级别的80项技能（从Junior到Principal）。其中103项为必备技能。关键领域：Programming Fundamentals, Backend Development, Database Management。
技能矩阵
80 技能 × 5 级别. 点击单元格查看详情。
A Awareness
W Working
V Advanced
E Expert
AI-Assisted Development
6 技能| 技能 | Jun | Mid | Sen | Lead | Princ |
|---|---|---|---|---|---|
| GitHub Copilot | A | W | A | E | E |
| Cursor IDE | A | W | A | E | E |
| ChatGPT / Claude | A | W | A | E | E |
| Prompt Engineering for Code | A | W | A | E | E |
| Model Context Protocol (MCP) | A | W | A | E | E |
| AI Agents for Development | A | W | A | E | E |
API & Integration
5 技能| 技能 | Jun | Mid | Sen | Lead | Princ |
|---|---|---|---|---|---|
| REST API Design | A | W | A | E | E |
| GraphQL Design | A | W | A | E | E |
| Server-Sent Events & Streaming | A | W | A | E | E |
| gRPC & Protocol Buffers | A | W | A | E | E |
| API Documentation | A | W | A | E | E |
Architecture & System Design
1 技能| 技能 | Jun | Mid | Sen | Lead | Princ |
|---|---|---|---|---|---|
| System Design Fundamentals | A | W | A | E | E |
Backend Development
5 技能| 技能 | Jun | Mid | Sen | Lead | Princ |
|---|---|---|---|---|---|
| Python Web Frameworks | A | W | A | E | E |
| Redis | A | W | A | E | E |
| Task Queues | A | W | A | E | E |
| Elasticsearch / OpenSearch | A | W | A | E | E |
| S3 / Object Storage | A | W | A | E | E |
Cloud & Infrastructure
6 技能| 技能 | Jun | Mid | Sen | Lead | Princ |
|---|---|---|---|---|---|
| Docker | A | W | A | E | E |
| Kubernetes Core | A | W | A | E | E |
| Kubernetes Orchestration | A | W | A | E | E |
| Terraform | A | W | A | E | E |
| AWS | A | W | A | E | E |
| Network Fundamentals | A | W | A | E | E |
Data Engineering
1 技能| 技能 | Jun | Mid | Sen | Lead | Princ |
|---|---|---|---|---|---|
| Pandas / Polars | A | W | A | E | E |
Database Management
2 技能| 技能 | Jun | Mid | Sen | Lead | Princ |
|---|---|---|---|---|---|
| PostgreSQL | A | W | A | E | E |
| Database Indexing | A | W | A | E | E |
DevOps & CI/CD
1 技能| 技能 | Jun | Mid | Sen | Lead | Princ |
|---|---|---|---|---|---|
| GitHub Actions / GitLab CI | A | W | A | E | E |
Machine Learning & AI
34 技能| 技能 | Jun | Mid | Sen | Lead | Princ |
|---|---|---|---|---|---|
| Python Programming | A | W | A | E | E |
| PyTorch | A | W | A | E | E |
| TensorFlow / PyTorch | A | W | A | E | E |
| Transfer Learning | A | W | A | E | E |
| Deep Learning | A | W | A | E | E |
| Neural Network Architectures | A | W | A | E | E |
| Transformers & NLP | A | W | A | E | E |
| Tokenization | A | W | A | E | E |
| Natural Language Processing | A | W | A | E | E |
| MLflow | A | W | A | E | E |
| Model Serving | A | W | A | E | E |
| Experiment Tracking | A | W | A | E | E |
| ML Pipelines | A | W | A | E | E |
| ML Deployment | A | W | A | E | E |
| ML Experiment Tracking | A | W | A | E | E |
| ML Model Evaluation | A | W | A | E | E |
| Model Monitoring | A | W | A | E | E |
| LLM Applications | A | W | A | E | E |
| LLM Fine-tuning | A | W | A | E | E |
| RAG Architecture | A | W | A | E | E |
| Vector Databases | A | W | A | E | E |
| AI Agent Frameworks | A | W | A | E | E |
| Distributed Training | A | W | A | E | E |
| Embeddings & Vector DB | A | W | A | E | E |
| LLM Alignment | A | W | A | E | E |
| LLM Deployment | A | W | A | E | E |
| LLM Evaluation | A | W | A | E | E |
| LLM Prompt Engineering | A | W | A | E | E |
| RAG | A | W | A | E | E |
| LLM Safety | A | W | A | E | E |
| LLM Scaling | A | W | A | E | E |
| RLHF Techniques | A | W | A | E | E |
| Transformer Architecture | A | W | A | E | E |
| vLLM Inference | A | W | A | E | E |
Observability & Monitoring
3 技能| 技能 | Jun | Mid | Sen | Lead | Princ |
|---|---|---|---|---|---|
| Structured Logging | A | W | A | E | E |
| Prometheus & Grafana | A | W | A | E | E |
| OpenTelemetry | A | W | A | E | E |
Programming Fundamentals
8 技能| 技能 | Jun | Mid | Sen | Lead | Princ |
|---|---|---|---|---|---|
| Algorithms & Complexity | A | W | A | E | E |
| Data Structures | A | W | A | E | E |
| OOP & SOLID Principles | A | W | A | E | E |
| Design Patterns | A | W | A | E | E |
| Multithreading | A | W | A | E | E |
| Async Programming | A | W | A | E | E |
| Code Quality & Refactoring | A | W | A | E | E |
| Type Safety & Type Systems | A | W | A | E | E |
Security
2 技能| 技能 | Jun | Mid | Sen | Lead | Princ |
|---|---|---|---|---|---|
| OWASP & Application Security | A | W | A | E | E |
| Secure Coding Practices | A | W | A | E | E |
Testing & QA
3 技能| 技能 | Jun | Mid | Sen | Lead | Princ |
|---|---|---|---|---|---|
| Unit Testing | A | W | A | E | E |
| Unit Testing | A | W | A | E | E |
| Integration Testing | A | W | A | E | E |
Version Control & Collaboration
2 技能| 技能 | Jun | Mid | Sen | Lead | Princ |
|---|---|---|---|---|---|
| Git Advanced | A | W | A | E | E |
| Code Review | A | W | A | E | E |
XR: AR/VR/MR
1 技能| 技能 | Jun | Mid | Sen | Lead | Princ |
|---|---|---|---|---|---|
| GPU Programming | A | W | A | E | E |
常见问题
LLM Engineer角色需要哪些技能？
LLM Engineer角色需要80项技能，其中103项为必备。技能分布在5个级别：从Junior到Principal。 查看完整矩阵.
如何在LLM Engineer角色中晋升到下一级别？
使用等级计算器评估您当前的级别并获取个性化建议。系统将显示晋升所需发展的技能。
社区如何定义LLM Engineer角色的要求？
角色要求由社区通过提案系统制定。任何成员都可以提出修改建议，经过投票和专家评审后生效。
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