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Generative AI Fundamentals

By - Databricks
Overview
Practice
Certification
Reminders

Description

Generative artificial intelligence (AI) is taking the world by storm. In this session, we will introduce generative AI and the power of large language models (LMMs). You will learn how generative AI is being used, how you can prepare your organization for success with generative AI, and how to assess the potential risks and challenges of generative AI.  By the end of the course, you will be able to use Databricks SQL to: - Describe how generative artificial intelligence (AI) is being used to revolutionize practical AI applications - Describe how organizations can find success with generative AI applications - Recognize the potential legal and ethical considerations of using generative AI applications Talk by: Anastasia Prokaieva Here’s more to explore: LLM Compact Guide: https://dbricks.co/43WuQyb Big Book of MLOps: https://dbricks.co/3r0Pqiz Connect with us: Website: https://databricks.com Twitter: https://twitter.com/databricks LinkedIn: https://www.linkedin.com/company/databricks Instagram: https://www.instagram.com/databricksinc Facebook: https://www.facebook.com/databricksin

Chapters

Intro
Intro
4 min
What is Generative Al?
What is Generative Al?
6 min
Generative Al Use Cases Intelligent conversations, creative text creation, code generation
Generative Al Use Cases Intelligent conversations, creative text creation, code generation
3 min
How Do LLMs Work? A simplified version of LLM training process
How Do LLMs Work? A simplified version of LLM training process
2 min
An Overview of Common LLMs Open-source and Closed LLMs
An Overview of Common LLMs Open-source and Closed LLMs
1 min
LLMs Generate Outputs for NLP Tasks Common LLM tasks
LLMs Generate Outputs for NLP Tasks Common LLM tasks
2 min
LLM Flavors Thinking of building your own modern LLM application?
LLM Flavors Thinking of building your own modern LLM application?
45 sec
Choose the right LLM model flavor There is no "perfect" model, trade-offs are required.
Choose the right LLM model flavor There is no "perfect" model, trade-offs are required.
2 min
Using Proprietary Models (LLMs-as-a-Service)
Using Proprietary Models (LLMs-as-a-Service)
1 min
Using Open Source Models
Using Open Source Models
1 min
Open Source quality is rapidly advancing - while fine tuning cost is rapidly decreasing Dolly started the trend to open models with a commercially friendly license
Open Source quality is rapidly advancing - while fine tuning cost is rapidly decreasing Dolly started the trend to open models with a commercially friendly license
40 sec
Mixing LLM Flavors in a Workflow Typical applications are more than just a prompt-response system.
Mixing LLM Flavors in a Workflow Typical applications are more than just a prompt-response system.
2 min
Delivering business value from Gen Al is challenging. How do we...?
Delivering business value from Gen Al is challenging. How do we...?
2 min
Tackling these challenges requires integrating your data with Al capabilities
Tackling these challenges requires integrating your data with Al capabilities
2 min
Lakehouse Al capabilities
Lakehouse Al capabilities
52 sec
How to Prepare for Al Revolution Key Steps to Embrace the Al Revolution
How to Prepare for Al Revolution Key Steps to Embrace the Al Revolution
1 min
Strategic Roadmap for Al Adoption Formulate a strategy on how you will successfully integrate this technology into your business landscape
Strategic Roadmap for Al Adoption Formulate a strategy on how you will successfully integrate this technology into your business landscape
1 min
Risks and Challenges Generative Al brings new risks and challenges for businesses and society
Risks and Challenges Generative Al brings new risks and challenges for businesses and society
2 min
Bias Reinforcement Loop A loop between biased input and output
Bias Reinforcement Loop A loop between biased input and output
35 sec
Reliability and Accuracy of Al Systems LLMs tend to hallucinate
Reliability and Accuracy of Al Systems LLMs tend to hallucinate
2 min
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