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Expand Up @@ -13,6 +13,8 @@ feedback link: https://github.com/Snowflake-Labs/sfguides/issues

Through this quickstart guide, you will explore [Snowpark Container Services](https://docs.snowflake.com/en/developer-guide/snowpark-container-services/overview), which are now in Public Preview on AWS. You will explore Snowpark Container Services using [Python API](https://docs.snowflake.com/en/developer-guide/snowflake-python-api/snowflake-python-overview), which is now in Public Preview. You will learn the basic mechanics of working with Snowpark Container Services using Python API and build several introductory services. **Please note: this quickstart assumes some existing knowledge and familiarity with containerization (e.g. Docker) , basic familiarity with container orchestration. and basic familiartity with Python**

**Choose your approach:** This guide uses Snowflake Python APIs. Prefer SQL commands and the Snowflake CLI? Follow [Intro to Snowpark Container Services](https://www.snowflake.com/en/developers/guides/intro-to-snowpark-container-services/) to build the same example services using SQL and CLI commands.

### What is Snowpark Container Services?

![Snowpark Container Service](./assets/containers.png)
Expand Down Expand Up @@ -56,8 +58,6 @@ You can simply download the repo as a .zip if you don't have Git installed local
- A Python REST API to perform basic temperature conversions
- A Snowflake Service Function that leverages the REST API

<!-- ![e2e_ml_workflow](assets/snowpark-ml-e2e.png) -->

<!-- ------------------------ -->
## Set up the Snowflake environment

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Expand Up @@ -13,6 +13,8 @@ feedback link: https://github.com/Snowflake-Labs/sfguides/issues

Through this quickstart guide, you will explore [Snowpark Container Services](https://docs.snowflake.com/en/developer-guide/snowpark-container-services/overview). You will learn the basic mechanics of working with Snowpark Container Services and build several introductory services. **Please note: this quickstart assumes some existing knowledge and familiarity with containerization (e.g. Docker) and basic familiarity with container orchestration.**

**Choose your approach:** This guide uses SQL commands and the Snowflake CLI. Prefer Python APIs? Follow [Intro to Snowpark Container Services with Snowflake Python APIs](https://www.snowflake.com/en/developers/guides/intro-to-snowpark-container-services-with-python-api/) to build the same example services using Python APIs.

### What is Snowpark Container Services?

![Snowpark Container Service](./assets/containers.png)
Expand Down Expand Up @@ -55,8 +57,6 @@ You can simply download the repo as a .zip if you don't have Git installed local
- A Python REST API to perform basic temperature conversions
- A Snowflake Service Function that leverages the REST API

<!-- ![e2e_ml_workflow](assets/snowpark-ml-e2e.png) -->

<!-- ------------------------ -->
## Set up Environment

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