这张认证到底考什么
先把考试形式、适合人群、备考时长和学习范围讲清楚，再决定要不要投入时间。
Certification Overview
The Databricks Certified Machine Learning Professional (MLP) certification validates your ability to design, implement, and manage enterprise-scale machine learning solutions on the Databricks platform. This practice exam covers all four official exam domains with scenario-based questions on end-to-end ML workflows.
Exam Domains
- Experimentation: 30%
- Model Lifecycle Management: 30%
- Model Deployment: 25%
- Solution and Data Monitoring: 15%
Who Should Take This
- ML engineers building production ML pipelines on the Databricks Lakehouse
- Data scientists deploying and managing models with MLflow and Feature Store
- AI platform engineers implementing MLOps practices and monitoring
你会反复碰到的核心服务
MLflow Experiment TrackingModel Registry & Lifecycle ManagementSparkML Pipeline DevelopmentFeature Store ImplementationDistributed Hyperparameter TuningModel Serving & DeploymentML Pipeline MonitoringData Drift Detection
学完以后你能带走什么
- Pass the Databricks MLP certification exam with confidence
- Master key concepts across all exam domains
- Identify and strengthen weak areas before the exam
考试详情
考试代码
MLP
发证机构
其他认证机构
时长
90 分钟
题目数
54 题
及格分
70/100
有效期
3 年
适合谁考
适合人群
- ML engineers building scalable ML pipelines on Databricks
- Data scientists deploying production models with MLflow
- AI platform engineers implementing MLOps best practices
- Software engineers transitioning into machine learning roles
开始前最好先有
- 1+ years of ML project experience on the Databricks platform
- Proficiency in Python and ML libraries (scikit-learn, SparkML, XGBoost)
- Working knowledge of MLflow for experiment tracking and model management
- Understanding of feature engineering, model evaluation, and deployment concepts
备考节奏
有 AWS 实操经验
8-10 周
零基础切入
12-16 周
建议日投入
1-2 小时/天
学习路径预览
3 章1
Databricks MLP Exam Overview
40 min2
Databricks
108 min3
Exam Preparation & Practice
100 min同赛道认证对比
| Databricks MLP | CCDAK | CCFA | |
|---|---|---|---|
| 机构 | 其他 | 其他 | 其他 |
| 级别 | 专业级 | 助理级 | 专业级 |
| 考试费 | $0 | $150 | $300 |
| 时长 | 90 min | 90 min | 90 min |
| 题量 | 54 | 60 | 60 |
| 有效期 | 3 年 | 2 年 | 3 年 |
备考技巧与常见失误
💡
54 题 90 分钟，平均每题 2 分钟，合理分配时间
💡
及格分 70/100，不确定的题先标记跳过，回头再做
💡
排除法非常有用 — 先排掉明显错误的选项，剩下的再分析
⚠️
没有读完所有选项就选答案 — 题目经常有"最佳"答案和"正确但不最佳"的干扰项
⚠️
备考只刷题不理解原理 — 考试场景题需要理解底层概念
⚠️
忽略时间管理 — 在难题上卡太久，导致后面简单题没时间做