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Databricks Certified Professional Data Scientist

  • Tuition USD $200
  • Reviews star_rate star_rate star_rate star_rate star_half 3095 Ratings
  • Course Code EX-PRO-DS
  • Available Formats Exam Voucher

The Databricks Certified Professional Data Scientist certification exam assesses the understanding of the basics of machine learning and the steps in the machine learning lifecycle, including data preparation, feature engineering, the training of models, model selection, interpreting models, and the production of models. The exam also assesses the understanding of basic machine learning algorithms and techniques, including linear regression, logistic regression, regularization, decision trees, tree-based ensembles, basic clustering algorithms, and matrix factorization techniques. The basics of model management with MLflow, like logging and model organization, are also assessed.

Prerequisites

The minimally qualified candidate should have:

  • a complete understanding of the basics of machine learning, including:
  • bias-variance tradeoff
  • in-sample vs. out-of sample data
  • categories of machine learning
  • applied statistics concepts
  • a intermediate understanding of the steps in the machine learning lifecycle, including:
  • data preparation
  • feature engineering
  • model training, selection, and production
  • interpreting models
  • a complete understanding of basic machine learning algorithms and techniques, including:
  • linear, logistic, and regularized regression
  • tree-based models like decision trees, random forest and gradient boosted trees
  • unsupervised techniniques like K-means and PCA
  • specific algorithms like ALS for recommendation and isolation forests for outlier detection
  • a complete understanding of the basics of machine learning model management like logging and model organization with MLflow

Course Details

Preparation

The following Databricks courses should help you prepare for this exam

  • Scalable Machine Learning with Apache Spark (instructor-led course)
  • Machine Learning in Production: MLflow and Model Deployment (instructor-led course)

Learning Path

This certification is part of the Data Scientist learning path.

When does class start/end?

Classes begin promptly at 9:00 am, and typically end at 5:00 pm.

Does the course schedule include a Lunchbreak?

Lunch is normally an hour long and begins at noon. Coffee, tea, hot chocolate and juice are available all day in the kitchen. Fruit, muffins and bagels are served each morning. There are numerous restaurants near each of our centers, and some popular ones are indicated on the Area Map in the Student Welcome Handbooks - these can be picked up in the lobby or requested from one of our ExitCertified staff.

How can someone reach me during class?

If someone should need to contact you while you are in class, please have them call the center telephone number and leave a message with the receptionist.

What languages are used to deliver training?

Most courses are conducted in English, unless otherwise specified. Some courses will have the word "FRENCH" marked in red beside the scheduled date(s) indicating the language of instruction.

What does GTR stand for?

GTR stands for Guaranteed to Run; if you see a course with this status, it means this event is confirmed to run. View our GTR page to see our full list of Guaranteed to Run courses.

Does ExitCertified deliver group training?

Yes, we provide training for groups, individuals and private on sites. View our group training page for more information.

Does ExitCertified deliver group training?

Yes, we provide training for groups, individuals, and private on sites. View our group training page for more information.

Classromm confortable and enviroment. Instructir knowlegeable of course matarial but need to align to students working in the Canadian Federal Govt. ve US Federal govt.

Team is very good to organize things, reply immediately to coordinate and advise.

I was very pleased with all aspects of ExitCertified delivery of this course

Excellent information and teacher for the course I took. Will recommend and use again in the future.

The course material and instructor were very good. easy to follow, lab was setup nicely and was able to complete most of the lab material.
The Koretex App is absolute garbage and very cumbersome to use on a tablet/ipad. A PDF file would be 100 times better than that atrocious app.
As a recommendation this class should be 5 days instead of 4 as some chapters had to be rushed.

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