FinGPT: Open-source for Open-finance.

DO NOT expect Wall Street to open-source LLMs nor open APIs.

The data sources and our wapper for large language models (LLM) are put separately 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.

Why FinGPT?

1). Finance is high dynamic. BloombergGPT trains an LLM using a mixed dataset of finance and general data sources, which is too much expensive (1.3M hours, a cost of around $5M). It is feasible to retrain every month or week, so lightweight adaptation is highly favorable in finance.

2). Internet-scale finance data is critical, which should allow timely updates (monthly or weekly updates) using an automatic data curation pipeline. BloombergGPT has privileged data access and API access, but a promising alternative is "democratizing Internet-scale financial data".

3). Another key technology is "RLHF (Reinforcement learning from human feedback)", which is missing in BloombergGPT. RLHF enables learning individual preferences (risk-aversion level, investing habits, personalized robo-advisor, etc.), which is the ``secret" ingradient of ChatGPT and GPT4.

News

• Columbia Perspectives on ChatGPT
• [MIT Technology Review] ChatGPT is about to revolutionize the economy. We need to decide what that looks like
• [BloombergGPT] BloombergGPT: A Large Language Model for Finance
• [Finextra] ChatGPT and Bing AI to sit as panellists at fintech conference

ChatGPT at AI4Finance

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

• Hey, ChatGPT! Explain FinRL code to me!

• ChatGPT Robo Advisor v2

• ChatGPT Robo Advisor v1

  • A demo of using ChatGPT to build a Robo-advisor

• ChatGPT Trading Agent V2

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

• ChatGPT Trading Agent V1

  • Trade with the suggestions given by ChatGPT

• ChatGPT adds technical indicators into FinRL

Introductory

• Sparks of artificial general intelligence: Early experiments with GPT-4
• [GPT-4] GPT-4 Technical Report
• [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

• [BloombergGPT] BloombergGPT: A Large Language Model for Finance

• 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

• FinRL-Meta Repo and paper FinRL-Meta: Market Environments and Benchmarks for Data-Driven Financial Reinforcement Learning. Advances in Neural Information Processing Systems, 2022.

• [AI4Finance] FinNLP Democratizing Internet-scale financial data.

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:

A Release Timeline

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