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Large Language Models (LLMs) such as ChatGPT have revolutionized AI applications, offering unprecedented potential for complex real-world scenarios. However, fully harnessing this potential comes with unique challenges such as model brittleness and the need for consistent, accurate outputs. These hurdles become more pronounced when developing production-grade applications that utilize LLMs as a software abstraction layer. In this talk, we will tackle these challenges head-on. We introduce Guardrails AI, an open-source platform designed to mitigate risks and enhance the safety and efficiency of LLMs. We will delve into specific techniques and advanced control mechanisms that enable developers to optimize model performance effectively.

Recorded live in San Francisco at the AI Engineer Summit 2023. See the full schedule of talks at https://ai.engineer/summit/schedule & join us at the AI Engineer World's Fair in 2024! Get your tickets today at https://ai.engineer/worlds-fair

About Shreya Shreya Rajpal is the creator and maintainer of Guardrails AI, an open source platform developed to ensure increased safety, reliability, and robustness of large language models in real-world applications. Her expertise spans a decade in the field of machine learning and AI. Most recently, she was the founding engineer at Predibase, where she led the ML infrastructure team. In earlier roles, she was part of the cross-functional ML team within Apple's Special Projects Group and developed computer vision models for autonomous driving perception systems at Drive.ai.

Register here to receive joining link: https://www.aicamp.ai/event/eventdetails/W2023091408

Description: Come join us for a dive deep into the revolutionary new world of LLMs, agents, auto-healing code, image generators, personalized tutors and more. Explore the new stack of vector databases, Langchain, OpenAI, and open source models like Falcon. Learn how to take advantage of these cutting edge new tools and techniques. Start putting next gen AI to work for you today.

Featured Speakers:

• Morgan McGuire, Growth Director @ Weights & Biases
• Hemant Jain, Software Engineer @ Cohere
• Jerry Liu, CEO & Co-Founder @ LlamaIndex
• Waleed Kadous, Chief Scientist @ Anyscale
• Shreya Rajpal, Founder @ Guardrails AI
• Amber Roberts, ML Growth Lead @ Arize
• Atindriyo Sanyal, CTO and co-founder @ Galileo
• Yaron Haviv, Co-founder and CTO @ Iguazio
• 20+ more

What you will learn:

• Agents: Curious about agents with frameworks like Langchain and vector DBs? Want to know how to get work done and build apps that can do things we’ve never been able to do before now?
• LLMs: Learn about fine tuning, prompt tuning, guardrails, and middleware, to make your LLMs more consistent and reliable.
• Image Generators: Image generators like Midjourney and Stable Diffusion have gotten stronger and stronger in record time. Learn to leverage them for max effect now.
• Fine Tuning and Private Data: Learn how to make your models even strong by tuning them up on your own treasure trove of data.
• Security: Find out about the latest attack vectors and how LLMs and generative AI present a whole new range of security challenges for teams and how you can mitigate those problems.

RSVP and Agenda: https://www.aicamp.ai/event/eventdetails/W2023091408

Community on Slack - Event chat: chat and connect with speakers and attendees - Sharing blogs\, events\, job openings\, projects collaborations Join Slack (search and join the #virtualevents channel)

Register here to receive joining link: https://www.aicamp.ai/event/eventdetails/W2023091408

Description: Come join us for a dive deep into the revolutionary new world of LLMs, agents, auto-healing code, image generators, personalized tutors and more. Explore the new stack of vector databases, Langchain, OpenAI, and open source models like Falcon. Learn how to take advantage of these cutting edge new tools and techniques. Start putting next gen AI to work for you today.

Featured Speakers:

• Morgan McGuire, Growth Director @ Weights & Biases
• Hemant Jain, Software Engineer @ Cohere
• Jerry Liu, CEO & Co-Founder @ LlamaIndex
• Waleed Kadous, Chief Scientist @ Anyscale
• Shreya Rajpal, Founder @ Guardrails AI
• Amber Roberts, ML Growth Lead @ Arize
• Atindriyo Sanyal, CTO and co-founder @ Galileo
• Yaron Haviv, Co-founder and CTO @ Iguazio
• 20+ more

What you will learn:

• Agents: Curious about agents with frameworks like Langchain and vector DBs? Want to know how to get work done and build apps that can do things we’ve never been able to do before now?
• LLMs: Learn about fine tuning, prompt tuning, guardrails, and middleware, to make your LLMs more consistent and reliable.
• Image Generators: Image generators like Midjourney and Stable Diffusion have gotten stronger and stronger in record time. Learn to leverage them for max effect now.
• Fine Tuning and Private Data: Learn how to make your models even strong by tuning them up on your own treasure trove of data.
• Security: Find out about the latest attack vectors and how LLMs and generative AI present a whole new range of security challenges for teams and how you can mitigate those problems.

RSVP and Agenda: https://www.aicamp.ai/event/eventdetails/W2023091408

Community on Slack - Event chat: chat and connect with speakers and attendees - Sharing blogs\, events\, job openings\, projects collaborations Join Slack (search and join the #virtualevents channel)

Register here to receive joining link: https://www.aicamp.ai/event/eventdetails/W2023091408

Description: Come join us for a dive deep into the revolutionary new world of LLMs, agents, auto-healing code, image generators, personalized tutors and more. Explore the new stack of vector databases, Langchain, OpenAI, and open source models like Falcon. Learn how to take advantage of these cutting edge new tools and techniques. Start putting next gen AI to work for you today.

Featured Speakers:

• Morgan McGuire, Growth Director @ Weights & Biases
• Hemant Jain, Software Engineer @ Cohere
• Jerry Liu, CEO & Co-Founder @ LlamaIndex
• Waleed Kadous, Chief Scientist @ Anyscale
• Shreya Rajpal, Founder @ Guardrails AI
• Amber Roberts, ML Growth Lead @ Arize
• Atindriyo Sanyal, CTO and co-founder @ Galileo
• Yaron Haviv, Co-founder and CTO @ Iguazio
• 20+ more

What you will learn:

• Agents: Curious about agents with frameworks like Langchain and vector DBs? Want to know how to get work done and build apps that can do things we’ve never been able to do before now?
• LLMs: Learn about fine tuning, prompt tuning, guardrails, and middleware, to make your LLMs more consistent and reliable.
• Image Generators: Image generators like Midjourney and Stable Diffusion have gotten stronger and stronger in record time. Learn to leverage them for max effect now.
• Fine Tuning and Private Data: Learn how to make your models even strong by tuning them up on your own treasure trove of data.
• Security: Find out about the latest attack vectors and how LLMs and generative AI present a whole new range of security challenges for teams and how you can mitigate those problems.

RSVP and Agenda: https://www.aicamp.ai/event/eventdetails/W2023091408

Community on Slack - Event chat: chat and connect with speakers and attendees - Sharing blogs\, events\, job openings\, projects collaborations Join Slack (search and join the #virtualevents channel)

Register here to receive joining link: https://www.aicamp.ai/event/eventdetails/W2023091408

Description: Come join us for a dive deep into the revolutionary new world of LLMs, agents, auto-healing code, image generators, personalized tutors and more. Explore the new stack of vector databases, Langchain, OpenAI, and open source models like Falcon. Learn how to take advantage of these cutting edge new tools and techniques. Start putting next gen AI to work for you today.

Featured Speakers:

• Morgan McGuire, Growth Director @ Weights & Biases
• Hemant Jain, Software Engineer @ Cohere
• Jerry Liu, CEO & Co-Founder @ LlamaIndex
• Waleed Kadous, Chief Scientist @ Anyscale
• Shreya Rajpal, Founder @ Guardrails AI
• Amber Roberts, ML Growth Lead @ Arize
• Atindriyo Sanyal, CTO and co-founder @ Galileo
• Yaron Haviv, Co-founder and CTO @ Iguazio
• 20+ more

What you will learn:

• Agents: Curious about agents with frameworks like Langchain and vector DBs? Want to know how to get work done and build apps that can do things we’ve never been able to do before now?
• LLMs: Learn about fine tuning, prompt tuning, guardrails, and middleware, to make your LLMs more consistent and reliable.
• Image Generators: Image generators like Midjourney and Stable Diffusion have gotten stronger and stronger in record time. Learn to leverage them for max effect now.
• Fine Tuning and Private Data: Learn how to make your models even strong by tuning them up on your own treasure trove of data.
• Security: Find out about the latest attack vectors and how LLMs and generative AI present a whole new range of security challenges for teams and how you can mitigate those problems.

RSVP and Agenda: https://www.aicamp.ai/event/eventdetails/W2023091408

Community on Slack - Event chat: chat and connect with speakers and attendees - Sharing blogs\, events\, job openings\, projects collaborations Join Slack (search and join the #virtualevents channel)

Register here to receive joining link: https://www.aicamp.ai/event/eventdetails/W2023091408

Description: Come join us for a dive deep into the revolutionary new world of LLMs, agents, auto-healing code, image generators, personalized tutors and more. Explore the new stack of vector databases, Langchain, OpenAI, and open source models like Falcon. Learn how to take advantage of these cutting edge new tools and techniques. Start putting next gen AI to work for you today.

Featured Speakers:

• Morgan McGuire, Growth Director @ Weights & Biases
• Hemant Jain, Software Engineer @ Cohere
• Jerry Liu, CEO & Co-Founder @ LlamaIndex
• Waleed Kadous, Chief Scientist @ Anyscale
• Shreya Rajpal, Founder @ Guardrails AI
• Amber Roberts, ML Growth Lead @ Arize
• Atindriyo Sanyal, CTO and co-founder @ Galileo
• Yaron Haviv, Co-founder and CTO @ Iguazio
• 20+ more

What you will learn:

• Agents: Curious about agents with frameworks like Langchain and vector DBs? Want to know how to get work done and build apps that can do things we’ve never been able to do before now?
• LLMs: Learn about fine tuning, prompt tuning, guardrails, and middleware, to make your LLMs more consistent and reliable.
• Image Generators: Image generators like Midjourney and Stable Diffusion have gotten stronger and stronger in record time. Learn to leverage them for max effect now.
• Fine Tuning and Private Data: Learn how to make your models even strong by tuning them up on your own treasure trove of data.
• Security: Find out about the latest attack vectors and how LLMs and generative AI present a whole new range of security challenges for teams and how you can mitigate those problems.

RSVP and Agenda: https://www.aicamp.ai/event/eventdetails/W2023091408

Community on Slack - Event chat: chat and connect with speakers and attendees - Sharing blogs\, events\, job openings\, projects collaborations Join Slack (search and join the #virtualevents channel)

Large Language Models (LLMs) such as ChatGPT have revolutionized AI applications, offering unprecedented potential for complex real-world scenarios. However, fully harnessing this potential comes with unique challenges such as model brittleness and the need for consistent, accurate outputs. These hurdles become more pronounced when developing production-grade applications that utilize LLMs as a software abstraction layer.

In this session, we will tackle these challenges head-on. We introduce Guardrails AI, an open-source platform designed to mitigate risks and enhance the safety and efficiency of LLMs. We will delve into specific techniques and advanced control mechanisms that enable developers to optimize model performance effectively. Furthermore, we will explore how implementing these safeguards can significantly improve the development process of LLMs, ultimately leading to safer, more reliable, and robust real-world AI applications

Talk by: Shreya Rajpal

Here’s more to explore: LLM Compact Guide: https://dbricks.co/43WuQyb Big Book of MLOps: https://dbricks.co/3r0Pqiz

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