Databricks ML Training by Instrovate
Databricks Machine Learning Associate — Instructor-Led Training
Master MLflow, Feature Store, and AutoML. Exam-aligned training for professionals in USA, UK, UAE, Saudi Arabia & globally.
Duration
4 Days
Level
Associate
Price
AED 6,955
Delivery
Live Online
🤖 For Data Scientists & ML Engineers
Get personalized guidance on your ML certification journey with Databricks.
No spam. Talk directly to a trainer or course advisor.
Course Overview
The Databricks Certified Machine Learning Associate certification validates your ability to perform basic machine learning tasks using Databricks Machine Learning capabilities including MLflow, AutoML, and Feature Store.
This instructor-led training by Instrovate prepares data scientists and ML engineers with hands-on labs covering the complete ML lifecycle on the Databricks platform.
What's Included
Course Benefits:
- Databricks ML Runtime access
- MLflow hands-on labs
- Practice questions & mock tests
- ML project templates
Support Included:
- Course Completion Certificate
- 30-day post-training support
- Recording access for review
- Exam tips & study guide
Training Details
What You'll Learn:
- Build ML models with Spark ML
- Track experiments with MLflow
- Use Feature Store effectively
- Deploy models for inference
Prerequisites:
- Python programming experience
- Basic ML concepts understanding
- Familiarity with scikit-learn (helpful)
- Basic Databricks knowledge (helpful)
Course Curriculum
Comprehensive curriculum aligned to Databricks Machine Learning Associate exam
Module 1: Databricks ML Fundamentals
- Databricks ML workspace overview
- ML Runtime and clusters
- AutoML capabilities
- Feature engineering basics
- Unity Catalog for ML
Module 2: Model Development
- Building ML models with Spark ML
- Scikit-learn integration
- Hyperparameter tuning
- Cross-validation techniques
- Model evaluation metrics
Module 3: MLflow for Model Management
- MLflow Tracking
- MLflow Models registry
- Experiment management
- Model versioning
- Model deployment basics
Module 4: Feature Store & Production
- Feature Store fundamentals
- Feature engineering at scale
- Model serving basics
- Batch inference
- ML pipeline orchestration
🤖 Questions About ML on Databricks?
Our ML trainers can guide you through the certification journey.
No spam. Talk directly to a trainer or course advisor.
Frequently Asked Questions
Certification Information
Certification
Machine Learning Associate
Exam Duration
120 minutes
Question Format
Multiple choice
Passing Score
70%
Validity
2 years
Need More Information?
Why Train with Instrovate?
ML practitioners as trainers
Real ML project experience
Flexible global time zones
95% exam pass rate
✨Why Instrovate?
- Live Instructor-Led TrainingNot recorded — real-time interaction with expert trainers
- Hands-On Labs & Real-World ProjectsPractical experience that prepares you for the job
- Enterprise & Consulting ExperienceTrainers with real industry and consulting backgrounds
- Global BatchesFlexible schedules for USA, UK & UAE learners