ChatGPT for FinTech

The data sources and our wapper for large language models can be found in FinNLP

Disclaimer: We are sharing codes for academic purpose under the MIT education license. Nothing herein is financial advice, and NOT a recommendation to trade real money. Please use common sense and always first consult a professional before trading or investing.

ChatGPT at AI4Finance

• [YouTube video] I Built a Trading Bot with ChatGPT combining ChatGPT and FinRL.

• Hey, ChatGPT! Explain FinRL code to me!

• ChatGPT Trading Agent V1

  • Trade with the suggestions given by ChatGPT

• ChatGPT Trading Agent V2

  • A FinRL agent that trades as smartly as ChatGPT by using the large language model behind ChatGPT

• ChatGPT Robo Advisor v1

  • A demo to show how we can use ChatGPT to build a Robo-advisor

• ChatGPT adds technical indicators into FinRL

Introductory

• [InstructGPT] Training language models to follow instructions with human feedback NeurIPS 2022.

The Journey of Open AI GPT models. GPT models explained. Open AI's GPT-1, GPT-2, GPT-3.

• [GPT-3] Language models are few-shot learners NeurIPS 2020.
• [GPT-2] Language Models are Unsupervised Multitask Learners
• [GPT-1] Improving Language Understanding by Generative Pre-Training
• [Transformer] Attention is All you Need NeurIPS 2017.

(Financial) Big Data

• WHAT’S IN MY AI? A Comprehensive Analysis of Datasets Used to Train GPT-1, GPT-2, GPT-3, GPT-NeoX-20B, Megatron-11B, MT-NLG, and Gopher

Interesting Demos

• GPT-3 Creative Fiction Creative writing by OpenAI’s GPT-3 model, demonstrating poetry, dialogue, puns, literary parodies, and storytelling. Plus advice on effective GPT-3 prompt programming & avoiding common errors.

ChatGPT for FinTech

ChatGPT Trading Bot

• [YouTube video] I Built a Trading Bot with ChatGPT combining ChatGPT and FinRL.
• [YouTube video] ChatGPT Trading strategy 20097% returns
• [YouTube video] ChatGPT Coding - Make A Profitable Trading Strategy In Five Minutes!
• [YouTube video] Easy Automated Live Trading using ChatGPT (+9660.3% hands free)
• [YouTube video] ChatGPT Trading Strategy 893% Returns
• [YouTube video] ChatGPT 10 Million Trading Strategy
• [YouTube video] ChatGPT: Your Crypto Assistant
• [YouTube video] Generate Insane Trading Returns with ChatGPT and TradingView
• [YouTube video] This Ai Forex Trading Strategy Will Make you RICH!? (Chat GPT)

(Fast and accurate) Sentiment Analysis

GPT-3 can help study customer surveys, social media tweets from customers/users.

Tweets

• Tweet Classifier

• Advanced Tweet Classifier

  Financial News

• Algorithmic Trading using Sentiment Analysis on News Articles

• Accessing Historical Financial News Headlines with Python

PromptNet Analogy to ImageNet and WordNet, it is critical to build a PromptNet.

• Awesome_Prompting_Papers_in_Computer_Vision
• OpenPrompt
• promptsource

Robo-advisor

Coding-tutor

• Hey, chatGPT! Explain FinRL code to me!

Blogs about ChatGPT for FinTech

ChatGPT APIs

Prompting as a new programming paradigm!

• [Towards Data Science] GPT-3: Creative Potential of NLP

• [YouTube video] OpenAI GPT-3 - Prompt Engineering For Financial NLP

• [YouTube video] Advanced ChatGPT Prompt Engineering

• OpenAI API for GPT-3

• ChatGPT-wrapper: python and shell

• OpenAI Examples Library

• GPT-3 Sandbox (Github) Enable users to create cool web demos using OpenAI GPT-3 API.

• Exploring the Capabilities of the ChatGPT API: A Beginner’s Guide

• Reverse engineered ChatGPT API

Prompting programming

ChatGPT relatives:

PaLM

Chincella

Interesting evaluations:

• RLHF for pretraining

• Compare ChatGPT with GPT3.5

• Is ChatGPT A Good Translator? A Preliminary Study

• A Multitask, Multilingual, Multimodal Evaluation of ChatGPT on Reasoning, Hallucination, and Interactivity

[YouTube] Physics Solution: ChatGPT vs. Google

Links

• Awesome GPT-3 Examples