Lexington KY

Mark Liu

Expert
@markhliu

Director of MS Finance at UKY; Associate prof of finance

gattonweb.uky.edu/faculty/lium/

DGAI. Learn Generative AI with PyTorch (Manning Publications, 2024)

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ml_animated. Use animation to explain machine learning

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txt2img. Build text-to-image generative AI models from scratch with Python and PyTorch. Focus on two methods: Diffusion models, which iteratively denoise to generate image conditional on text prompt, and vision Transformers, which treat an image as a sequence of patches, and generates one patch at a time.

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mpt. Code repository for the book Make Python Talk

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AlphaGoSimplified. Book repository for AlphaGo Simplified (CRC Press 2024). Implement ideas behind Deep Blue (rule-based AI) and AlphaGo (rule-based AI + Deep Learning) in three simple games: Last Coin Standing, Tic Tac Toe, and Connect Four.

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MLA. Repository for the CRC Press book Machine Learning, Animated

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AtariBreakoutPolicyGradients. Use policy gradients to train an agent to play the Atari Breakout game

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taming-transformers. Update code in Taming Transformers for High-Resolution Image Synthesis

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PyRisk. Code repository for the book Financial Risk Management: An Analytical Approach (Cognella, by Tong Yu and Mark Liu)

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