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[Music] today were hosting meetup with todor markov who is a researcher at openai and hes working currently on openai api where hes focusing on safety and monitoring the api and todder will share with us about how they use api to fine-tune gpt3 models and there will be some exciting live demos as well so todder thanks a lot for joining and its were very much looking forward to learning from you today yep thank you sophia for the kind introduction uh hi all as sophia mentioned today i will be talking to you about the open ai fine tuning api this is a new api which we released a bit over a month ago it allows you to fine-tune our gpt-3 family of language models on your own data creating specialized models with much higher performance on their task domain in this talk i will give a broad overview of the ways in which fine tuning can help your concrete use case i will then run through a live demo of how the fine tuning api works and im going to talk a little bit about the challenges

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What is an example of fine-tuning?

Technological devices are paradigmatic examples of fine-tuning. Whether they function as intended depends sensitively on parameters that describe the shape, arrangement, and material properties of their constituents, e.g., the constituents conductivity, elasticity and thermal expansion coefficient.

What is the multiverse objection?

0:48 4:54 The Multiverse Objection (to the Cosmic Fine Tuning Argument) YouTube Start of suggested clip End of suggested clip You have a near infinite number of chances. To hit a very exact. Number the likelihood of hitting itMoreYou have a near infinite number of chances. To hit a very exact. Number the likelihood of hitting it increases. docHubly. If you roll your dice. Enough times eventually youll get a Yahtzee.

What is the fine-tuning argument for the existence of God?

We can summarize the argument as follows: If God does not exist, then it was extremely unlikely that the universe would permit life. But if God exists, then it was very likely that the universe would permit life. Therefore, that the universe permits life is strong evidence that God exists.

What is the multiverse objection?

0:48 4:54 The Multiverse Objection (to the Cosmic Fine Tuning Argument) YouTube Start of suggested clip End of suggested clip You have a near infinite number of chances. To hit a very exact. Number the likelihood of hitting itMoreYou have a near infinite number of chances. To hit a very exact. Number the likelihood of hitting it increases. docHubly. If you roll your dice. Enough times eventually youll get a Yahtzee.

What is the fine tune argument?

The Fine-Tuning Argument (FTA) is a recent variant of the Design Argu- ment (also known as the Teleological Argument) for the existence of God. The Fine-Tuning Argument grew out of discoveries prompted by the development of Big Bang cosmology in the twentieth century.

What is the purpose of fine-tuning?

Fine-tuning is a way of applying or utilizing transfer learning. Specifically, fine-tuning is a process that takes a model that has already been trained for one given task and then tunes or tweaks the model to make it perform a second similar task.

What does it mean to fine-tuning?

transitive verb. : to adjust precisely so as to bring to the highest level of performance or effectiveness.

What created the multiverse?

Multiversal Cycle In the beginning, there was only one universe: the First Firmament. A war between its creations, the Aspirants and the Celestials, shattered the First Firmament into pieces, and from these pieces were born countless universes, thus forming the Second Cosmos and First Multiverse.

What does fine-tuning process mean?

Fine-tuning is the process investors and investment professionals use to make small modifications or improvements to investment portfolios. It can be executed using different strategies, such as technical analysis, either manually or automatically using new technology.

What is the fine-tuning argument in philosophy?

The Fine-Tuning Argument, to be abbreviated by FTA in what follows, claims that the present Universe (including the laws that govern it and the initial conditions from which it has evolved) permits life only because these laws and conditions take a very special form, small changes in which would make life impossible.

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