{"repo":"CFA-Institute-RPC/Synthetic-Data-For-Finance","free":true,"listed":false,"github":"https://github.com/CFA-Institute-RPC/Synthetic-Data-For-Finance","clone":"git clone https://github.com/CFA-Institute-RPC/Synthetic-Data-For-Finance.git","description":"This repository contains accompanying code for the CFA Institute's Research and Policy Center 'Synthetic Data in Investment Management' report.","language":"Jupyter Notebook","stars":17,"topics":["deep-learning","quantitative-finance","synthetic-data"],"license":"MIT","category":"trading","readme_excerpt":"Synthetic-Data-For-Finance This repository complements the CFA Institute's Research and Policy Center Synthetic Data in Investment Management report. It aims to serve as a centralized hub for generative AI (genAI) approaches to synthetic data generation and their applications within finance. The repository provides a curated list of libraries, papers and case studies that can be used for synthetic data generation to aid practitioners and is regularly updated. 📘 Contents - 🧠 Overview - 🛠️ Libraries - 📁 Case Studies - 📚 Papers --- 🧠 Overview Synthetic data is artificially generated data designed to resemble real data. It can be used to address data-related challenges such as: - Lack of historical data - Privacy and compliance concerns around data-sharing - Overfitting in backtesting and model training - Imbalanced datasets This repository focuses on genAI approaches to synthetic data generation, focusing on the following: - Variational Autoencoders (VAEs) - Generative Adversarial Networks (GANs) - Diffusion models - Large Language Models (LLMs) These methods are more flexible than traditional statistical methodologies, allowing for each data type to be modelled - from textual datasets to time-series and tabular data. As a result, synthetic data has a wide range of use cases within the industry, from enhanced risk modelling and portfolio optimization approaches to forecasting and sentiment analysis. --- 🛠️ Libraries - Synthetic Data Vault: General-purpose synthetic data g","default_branch":null,"files":null,"tree":[],"storefront":"/r/CFA-Institute-RPC","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/CFA-Institute-RPC/Synthetic-Data-For-Finance/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}