Databricks Certified Machine Learning Associate Exam Guide

Udemy Databricks Certified Machine Learning Associate Exam Guide

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Pass Databricks Certified Machine Learning Associate Certification with 10+ Hours of HD Quality Video & Lots of Hands-on

Description​

Welcome to our comprehensive course on Databricks Certified Machine Learning Engineer Associate certification. This course is designed to help you master the skills required to become a certified Databricks ML engineer associate.
Databricks is a cloud-based data analytics platform that offers a unified approach to data processing, machine learning, and analytics. With the growing demand for data engineers, Databricks has become one of the most sought-after skills in the industry.
The minimally qualified candidate should be able to:
  • Use Databricks Machine Learning and its capabilities within machine learning workflows, including:
    • Databricks Machine Learning (clusters, Repos, Jobs)
    • Databricks Runtime for Machine Learning (basics, libraries)
    • AutoML (classification, regression, forecasting)
    • Feature Store (basics)
    • MLflow (Tracking, Models, Model Registry)
  • Implement correct decisions in machine learning workflows, including:
    • Exploratory data analysis (summary statistics, outlier removal)
    • Feature engineering (missing value imputation, one-hot-encoding)
    • Tuning (hyperparameter basics, hyperparameter parallelization)
    • Evaluation and selection (cross-validation, evaluation metrics)
  • Implement machine learning solutions at scale using Spark ML and other tools, including:
    • Distributed ML Concepts
    • Spark ML Modeling APIs (data splitting, training, evaluation, estimators vs. transformers, pipelines)
    • Hyperopt
    • Pandas API on Spark
    • Pandas UDFs and Pandas Function APIs
  • Understand advanced scaling characteristics of classical machine learning models, including:
    • Distributed Linear Regression
    • Distributed Decision Trees
    • Ensembling Methods (bagging, boosting)

Who this course is for:​

  • Anyone wants to Pass Databricks Certified Machine Learning Associate Exam
Author
Satoru Gojo
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