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Title & Speakers Event
Ernest (Ernie) P. Chan – Founder @ Predictnow.ai; QTS Capital Management

Hands-on exercise applying Hidden Markov Models for regime detection in time series.

hmm regime detection
Ernest (Ernie) P. Chan – Founder @ Predictnow.ai; QTS Capital Management

Comparison of generative vs discriminative AI and semi-supervised learning concepts.

generative ai discriminative ai semi-supervised learning
Ernest (Ernie) P. Chan – Founder @ Predictnow.ai; QTS Capital Management

Hands-on exercise to build, fine-tune, and apply the Lag-Llama transformer to time-series data.

lag-llama transformers fine-tuning
Ernest (Ernie) P. Chan – Founder @ Predictnow.ai; QTS Capital Management

Discussion on deep autoregressive models and transformer architectures for time-series applications.

autoregressive models transformers
Ernest (Ernie) P. Chan – Founder @ Predictnow.ai; QTS Capital Management

Hands-on exercise building a lightweight transformer for time-series prediction.

transformers time series
Ernest (Ernie) P. Chan – Founder @ Predictnow.ai; QTS Capital Management

Overview of discriminative AI methods including CART decision trees and neural networks for trading data.

cart neural networks supervised learning time series
Ernest (Ernie) P. Chan – Founder @ Predictnow.ai; QTS Capital Management

Hands-on exercise applying TimeVAE to predict SPX returns.

timevae time series
Ernest (Ernie) P. Chan – Founder @ Predictnow.ai; QTS Capital Management

Overview of VAEs and their application to time-series data.

vae time series
Ernest (Ernie) P. Chan – Founder @ Predictnow.ai; QTS Capital Management

Hands-on feature engineering with TA-LIB and building a gradient-boosted tree to predict SPX returns.

ta-lib gradient boosted trees spx returns
Ernest (Ernie) P. Chan – Founder @ Predictnow.ai; QTS Capital Management

Using GenAI/LLMs to create and backtest trading strategies.

genai LLM backtesting
Ernest (Ernie) P. Chan – Founder @ Predictnow.ai; QTS Capital Management

Hands-on exercise building an RNN to predict SPX returns and evaluating performance metrics.

RNNs time series performance metrics
Ernest (Ernie) P. Chan – Founder @ Predictnow.ai; QTS Capital Management

Hands-on exercise applying Gaussian Mixture Models for regime detection in time series.

gmm regime detection
Ernest (Ernie) P. Chan – Founder @ Predictnow.ai; QTS Capital Management

In the news, GenAI is usually associated with large language models (LLMs) or with image generation tools, essentially, machines that can learn from text or images and generate text or images. But in reality, these models can learn from many different types of data. In particular, they can learn from time series of asset returns, which is perhaps the most relevant for asset managers. In this talk, and in our accompanying book (Generative AI for Trading and Asset Management), we highlight both the practical applications and the fundamental principles of GenAI, with a special focus on how these technologies apply to trading and asset management.

genai large language models (llms) time series trading asset management
London Seminar: Beyond LLM: GenAI for Trading and Asset Management
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