Machine Learning with Databricks

    Build, train, and deploy ML models at scale using Databricks ML platform

    Course Overview

    This advanced Machine Learning with Databricks course empowers data scientists and ML engineers to build, deploy, and manage machine learning solutions at enterprise scale. You'll master the complete ML lifecycle using Databricks' unified analytics platform and MLflow for experiment tracking and model management.

    The course covers end-to-end ML workflows including feature engineering, model training with distributed computing, hyperparameter tuning, and production deployment strategies. Participants will learn to leverage Databricks' collaborative environment and AutoML capabilities for accelerated model development.

    Through hands-on projects, you'll gain practical experience with real-world ML scenarios, model monitoring, and MLOps best practices that ensure reliable and scalable machine learning solutions in production environments.

    Key Learning Outcomes

    • Implement end-to-end ML workflows on Databricks
    • Master MLflow for experiment tracking and model registry
    • Build scalable feature engineering pipelines
    • Deploy models for real-time and batch inference
    • Implement model monitoring and drift detection
    • Apply MLOps practices for production ML systems

    Course Details

    Duration

    4 Days (32 hours)

    Format

    Live MCT-led online delivery with hands-on ML projects

    Target Audience

    Data scientists, ML engineers, analytics professionals, and senior developers

    Prerequisites

    Experience with Python, machine learning concepts, and basic Databricks knowledge

    Pricing

    $1,995 USD

    Live online ยท MCT-led

    Why Train with Instrovate

    Official Databricks Partner

    Certified partner with access to latest training materials and best practices

    Expert MCT Instructors

    Learn from Microsoft Certified Trainers with real-world experience

    Hands-on Labs

    Practical experience with live Databricks environments and datasets

    8+ Years Experience

    Proven track record of global training excellence and student success

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