people cannot distinguish gpt-4 from a human in a turing test, by c. jones et al (2024)

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bt3gl 2024-11-21 11:49:58 -08:00
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## resources and experiments for autonomous agents ## resources and experiments on autonomous agents
<br> <br>
### chapters * **[⬛ ai && ml tl; dr](deep_learning)**
* **[⬛ large language models](llms)**
* **[⬛ agents on blockchains](crypto_agents)**
* **[⬛ on quantum computing](EBMs)** (my adaptation of openai's implicit generation and generalization in energy based models)
<br>
#### learnings
* **[deep learning](agents/deep_learning.md)**
* **[reinforcement learning](agents/reinforcement_learning.md)**
* **[strategy workflow](agents/strategy_workflow)**
#### quantum computing and machine learning
* **[energy-based models](EBMs)**:
* my adaptation of openai's implicit generation and generalization in energy based models
#### large language models
* **[gpt](GPT)**
* **[claude](claude)**
<br>
----
### cool resources
<br>
* **[cursor ai editor](https://www.cursor.com/)**
* **[microsoft notes on ai agents](https://github.com/microsoft/generative-ai-for-beginners/tree/main/17-ai-agents)**
* **[ritual.net, integrate ai models into protocols](https://ritual.net/)**
* **[the promise and challenges of crypto + ai applications, by vub](https://vitalik.eth.limo/general/2024/01/30/cryptoai.html)**
* **[on training defi agents with markov chains, by bt3gl](https://mirror.xyz/go-outside.eth/DKaWYobU7q3EvZw8x01J7uEmF_E8PfNN27j0VgxQhNQ)**
* **[google's jax (composable transformations of numpy programs)](https://github.com/google/jax)**
* **[machine learning engineering open book](https://github.com/stas00/ml-engineering)**
* **[advances in financial machine learning](books/advances_in_financial_machine_learning.pdf)**

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## strategy workflow
<br>
<p align="center">
<img width="854" src="https://user-images.githubusercontent.com/1130416/227752772-5d739fd8-1b5c-4841-a52a-7cda308fc4df.png">
</p>
<br>
1. **[data analysis](strategy_workflow/data_analysis.md)**
2. **[supervised model training](strategy_workflow/supervised_learning.md)**
3. **[policy development](strategy_workflow/policy.md)**
4. **[backtesting](strategy_workflow/backtesting.md)**
5. **[parameter optimization](strategy_workflow/optimization.md)**
6. **[simulation and paper trading](strategy_workflow/paper_trading.md)**
7. **[live trading](strategy_workflow/live_trading.md)**
8. **[strategy metrics](strategy_workflow/strategy_metrics.md)**

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## crypto agents
<br>
* **[basic strategy workflow](strategy_workflow)**
<br>
---
### cool resources
<br>
* **[ritual.net, integrate ai models into protocols](https://ritual.net/)**
* **[the promise and challenges of crypto + ai applications, by vub](https://vitalik.eth.limo/general/2024/01/30/cryptoai.html)**
* **[on training defi agents with markov chains, by bt3gl](https://mirror.xyz/go-outside.eth/DKaWYobU7q3EvZw8x01J7uEmF_E8PfNN27j0VgxQhNQ)**

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## strategy workflow
<br>
<p align="center">
<img width="854" src="https://user-images.githubusercontent.com/1130416/227752772-5d739fd8-1b5c-4841-a52a-7cda308fc4df.png">
</p>
<br>
1. **[data analysis](data_analysis.md)**
2. **[supervised model training](supervised_learning.md)**
3. **[policy development](policy.md)**
4. **[backtesting](backtesting.md)**
5. **[parameter optimization](optimization.md)**
6. **[simulation and paper trading](paper_trading.md)**
7. **[live trading](live_trading.md)**
8. **[strategy metrics](strategy_metrics.md)**

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## ai agents
<br>
* **[deep learning](deep_learning.md)**
* **[reinforcement learning](reinforcement_learning.md)**
<br>
----
### cool resources
<br>
* **[cursor ai editor](https://www.cursor.com/)**
* **[microsoft notes on ai agents](https://github.com/microsoft/generative-ai-for-beginners/tree/main/17-ai-agents)**
* **[google's jax (composable transformations of numpy programs)](https://github.com/google/jax)**
* **[machine learning engineering open book](https://github.com/stas00/ml-engineering)**
* **[advances in financial machine learning](books/advances_in_financial_machine_learning.pdf)**

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## large language models
<br>
* **[gpt-x](gpt)**
* **[claude](claude)**
* **[eliza](eliza)**
<br>
---
### cool readings
<br>
* **[people cannot distinguish gpt-4 from a human in a turing test, by c. jones et al (2024)](https://arxiv.org/pdf/2405.08007)**

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## eliza