Snowflake Data Science Training

Live Online & Classroom Enterprise Training

Snowflake Data Science focuses on building, training, and deploying data science and machine learning workflows directly on the Snowflake Data Cloud.

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What is Snowflake Data Science Training about?

This three‐day, role‐specific course is intended for participants interested in developing skills and expe rience using Snowflake AI Data Cloud for data science workloads. The participant will gain exposure to the rich features of Snowflake, diverse machine learning datasets, relevant and popular open source ML frameworks and libraries, and model deployment practices that will provide practical skills applicable to data science jobs. This course consists of lectures, demos, labs, and discussions.

What are the objectives of Snowflake Data Science Training ?

Collect and access data from Snowflake Data Marketplace and other sources.
Manageandarchitect data lakes and real‐time streams.
Employ Snowflake‐recommended best practices for developing or querying semi‐structured and
other data types.
Work with supervised and unsupervised machine learning models using some of the most relevant
open source frameworks and libraries.
Formulate data science and machine learning workflows and data pipelines.
Manageanddeploy machine learning models at scale with APIs.
Visualize and collaborate on machine learning results.

Who is Snowflake Data Science Training for?

Data scientists who build and train machine learning models.
Data scientists and data analysts who use machine learning models to conduct predictive and prescriptive analytics.

What are the prerequisites for Snowflake Data Science Training?

Recommended completion of the “Snowflake Multi‐Factor Authentication (MFA) Essentials” free on‐demand course.
Completion of “Snowflake Foundations” one‐day course or equivalent Snowflake knowledge.
Basic knowledge of SQL is required.
Foundational knowledge of databases.
Python or some other object‐oriented programming language.
Abackground in data science, machine learning, or statistical modeling is required.

Available Training Modes

Live Online Training

3 Days

Classroom Training

3 Days

Course Outline Expand All

Expand All

Overview of Data Science with Snowflake

Introduction to Data Science Workload

Connecting to Snowflake

Snowflake Data Storage

Supported Object Types

Supported Data Types

SQLSupport

TheVariant Data Type

Introduction to Unstructured Data

Acquire Data

Accessing External Data

Loading Data into Snowflake

Accessing Snowflake Data Worldwide with the Data Cloud

Snowflake MLFunctions

Cortex LLM

Prepare Data

Whatis Snowpark?

Sampling Data

Tidying Tables

Transforming Data with Snowpark

Leveraging Unstructured Data

Table Streams and Tasks

Perform EDA (Exploratory Data Analysis)

Tools for EDA

Univariate Regression in Snowflake

EstimationFunctions

Perform Feature Engineering

Feature Engineering

Pandas on Snowflake

Feature Engineering with Snowpark

Train Models

Overview of Machine Learning

Snowpark ML

Snowflake Model Registry

Training Models with Snowpark Stored Procedures

AutoML

Deploy Models

Batch Scoring

Python Worksheets

UDFs

Stored Procedures

Snowpark UDFs for Model Inference

External Functions

Beyond Deployment: ML Ops

Improving Runtime Performance

Vectorized UDFs

Monitoring

MLOps

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Who is the instructor for this training?

The trainer for this Snowflake Data Science Training has extensive experience in this domain, including years of experience training & mentoring professionals.

Reviews

My outlook on training changed completely after attending SpringPeople BPC training. The content, the trainer and infrastructure at SpringPeople were top notch and perfectly in tune with the industry requirements. Regardless to say, training is now something that I look forward to to. Kudos to everyone at SpringPeople!

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Sony

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Swati Singh

I attended the training on API Design for Mulesoft. The sessions were well planned and value-laden. I benefited immensely from the hands-on experience enabled through virtual labs. I would like to specifically commend the efficiency of the support team who were always available to resolve my concerns.

Nikhil Kohli

Stryker

I attended the jQuery training batch, conducted by Mr. Vijay, an SME who did a thorough coverage of all the essentials. He took us through concepts such as jQuery animations, event handlers, plugins, and jQuery-UI by small programs, very easily. The sessions were useful and well structured. By the end of the training, I was well equipped to develop a SPA on Product Management System. Overall, the learning experience at SpringPeople was great!

Heena Rajan

Mindtree