BigQuery ML Tutorial
BigQuery ML is a function in Google BigQuery that enables customers to construct and deploy machine studying fashions utilizing SQL queries. The BigQuery ML tutorial walks customers via the method of making a machine studying mannequin for regression or classification duties immediately inside BigQuery, eliminating the necessity to transfer information out of the platform. Customers can prepare fashions, consider efficiency, and make predictions utilizing SQL statements, making machine studying extra accessible to information analysts and SQL customers.
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1 — BigQuery ML Tutorial:
A coaching program geared toward college students to introduce them to the BigQuery ML service.
2) Introduction to BigQuery ML:
Overview of BigQuery ML and its capabilities for machine studying inside Google BigQuery.
3) Organising BigQuery ML:
Step-by-step information on the best way to arrange and configure BigQuery ML inside Google Cloud Platform.
4) Knowledge Preparation:
Understanding the significance of knowledge preparation and cleansing earlier than working machine studying fashions.
5) Constructing ML Fashions:
Arms on steering on constructing machine studying fashions utilizing SQL immediately inside BigQuery.
6) Regression and Classification:
Explaining the ideas of regression and classification fashions and the way they’re utilized utilizing BigQuery ML.
7) Mannequin Analysis:
Methods for evaluating machine studying fashions to evaluate their efficiency and accuracy.
8) Characteristic Engineering:
Instructing college students the best way to create and choose options to enhance mannequin efficiency in BigQuery ML.
9) Superior Subjects:
Exploring superior options and functionalities of BigQuery ML for extra complicated machine studying duties.
10) Actual world Functions:
Offering examples and case research of actual world purposes of BigQuery ML in numerous industries.
11) Arms on Tasks:
Assigning sensible initiatives to college students to use their information of BigQuery ML and construct their very own fashions.
12) Certification:
Getting ready college students for certification exams associated to BigQuery ML to validate their expertise in utilizing the platform.
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