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AI-Driven Quant Investment Strategies

@Opti_Quant

Cutting-edge research and hands-on insights into machine learning–driven factor models, backtesting, and portfolio construction with Portfolio123. Explore how AI can uncover alpha in inefficient markets.

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Issues63Foundeda year agoLast Issue6 days ago
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Artwork for AI-Driven Quant Investment Strategies

Latest Issues

Understanding Model Personality Through Hyperparameters #8: Controlling ExtraTrees Complexity — max_depth / min_samples_leaf / min_samples_split

Deep insights into the hyperparameters of LightGBM and Extra Trees based on the tuning order

Disclaimer: As a freelance analyst, my posts exclusively cover the AI methodologies of Portfolio123 (P123), without addressing individual stock re...

6 days ago
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Understanding Model Personality Through Hyperparameters #7: LightGBM Regularization — lambda_l1 / lambda_l2 / min_gain_to_split

Deep insights into the hyperparameters of LightGBM and Extra Trees based on the tuning order

Disclaimer: As a freelance analyst, my posts exclusively cover the AI methodologies of Portfolio123 (P123), without addressing individual stock re...

13 days ago
1
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Understanding Model Personality Through Hyperparameters #6: LightGBM Sampling — feature_fraction and bagging_fraction

Deep insights into the hyperparameters of LightGBM and Extra Trees based on the tuning order

Disclaimer: As a freelance analyst, my posts exclusively cover the AI methodologies of Portfolio123 (P123), without addressing individual stock re...

20 days ago
1
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Understanding Model Personality Through Hyperparameters #5: Minimum Leaf Size in LightGBM — min_child_samples / min_data_in_leaf

Deep insights into the hyperparameters of LightGBM and Extra Trees based on the tuning order

Disclaimer: As a freelance analyst, my posts exclusively cover the AI methodologies of Portfolio123 (P123), without addressing individual stock re...

a month ago
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Understanding Model Personality Through Hyperparameters #4: Controlling LightGBM Complexity — num_leaves and max_depth

Deep insights into the hyperparameters of LightGBM and Extra Trees based on the tuning order

Disclaimer: As a freelance analyst, my posts exclusively cover the AI methodologies of Portfolio123 (P123), without addressing individual stock re...

a month ago
1
Paid

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    Integrate options and quant strategies

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