Snowflake Cortex Masterclass 2024 Hands-On!
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Snowflake Cortex Masterclass 2024 Hands-On!
by World-Class Snowflake Expert, former Data Superhero and SnowPro Certification SME
Product Brand: Udemy
Editor's Rating:
4.6
4.6
Udemy Coupon Code for Snowflake Cortex Masterclass 2024 Hands-On! Course. by World-Class Snowflake Expert, former Data Superhero and SnowPro Certification SME
Created by Cristian Scutaru | 20 hours on-demand video course
Snowflake Cortex Course Overview
Snowflake Cortex Masterclass 2024 Hands-On!
What is Snowflake Cortex
- Snowflake got heavily involved into AI and ML only in the past two years. I know, because I’ve been around since the beginning. In Jan 2021 I was selected by them as a “Snowflake Data Superhero”. And in my last two years alone I passed many DS and ML certification exams (see below).
- In mid-2023 they came up with Snowpark ML. Then with some built-in ML-powered functions, about regression and classification. The new Model Registry from Snowpark ML – added in Jan 2024 – allows now end-to-end ML on the platform.
- You’ll see side-by-side data science experiments I will present to you “the old way”, on Snowflake. Many of them with integrations with ChatGPT (about which I talked in detail in another course of mine). To compare them now with the new LLM functions, as Snowflake decided to host their own Large Language Models.
- Most of these (and other features yet to come) are now presented under the Snowflake Cortex umbrella.
What this course is NOT about
- I will not teach you data science and machine learning here from ground up. You are expected to have some basic knowledge about ML, DL, LLMs…
- I will not teach you about many other areas in Snowflake. You are expected to have basic knowledge of Snowflake and data warehouses in general.
- I will not teach programming in Python or SQL. It’s a hands-on course and you are expected to have some basic knowledge in this area. However, I may come-up with some small Streamlit apps, but I’ll keep everything simple and easy to understand.
- This will not cover EVERYTHING you can do as data science in Snowflake. While you will see experiments “the old way” with scikit-learn, or integrations with ChatGPT, these are not part of Cortex! We have to limit mostly to Snowflake Cortex, as that’s a huge platform.
- While Snowpark Container Services are also very new and they also target mostly ML and DL experiments (especially the new containers with GPUs), there will not be enough time to go deeper in detail. And this is also a very specialized and more difficult platform to understand. I may come up later on with a more advanced course on SPCS, but for now this course does not require such an advanced level of preparation.
What you will learn
- High-level picture of the new Snowflake Cortex AI & ML platform.
- Detailed views on each of the Snowflake Cortex areas.
- How ML experiments were done on Snowflake before Cortex.
- How ML experiments can be implemented today with the Snowpark ML APIs, part of Snowflake Cortex.
- End-to-end Machine Learning with Snowpark ML and its Model Registry.
- How to use the new regression and classification ML-powered classes and functions, in Snowflake Cortex.
- How to call the new LLM functions from Snowflake Cortex, and compare them with ChatGPT.
- What to expect from Snowflake Copilot and other incoming Snowflake features in Cortex.
- What was the roadmap and what are the future plans of Snowflake for Snowflake Cortex or in the AI & ML areas.
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Who this course is for
- Data Scientists who want to learn about all AI & ML opportunities in Snowflake
- Data Analysis looking how to use the new ML-based and LLM functions
- Data and Software Engineers looking to expand into AI & ML on Snowflake
- Project Managers looking for a 360 degree view of the new Snowflake Cortex platform
- Data Architects willing to understand fast how Snowflake Cortex is built
- Anyone else looking for a high-level (but detailed) picture of Snowflake Cortex
- Anyone looking to understand the code and query pushdown model of Snowflake
- Anyone looking how to save money on Snowflake using new built-in ML and LLM functions
- Anyone looking for other Snowflake features yet to come in the AI & ML area
Taught by Cristian Scutaru
