Not all #completionsuplift is created equal. And most of it doesn’t last. This study used #ML and #SHAPvalues across 30,000 wells to quantify how #proppant, #fluid, and #stagespacing perform over time. • Proppant uplift drops by 90% by year 3 • Fluid has longer impact, especially for gas • Stage spacing helps early, but wears off quickly Download the full #URTeC paper novilabs.com/resources/urtec…

ツリー系モデルのライブラリってSHAP値計算する機能も自分で持ってるのか。XGBoostなら predict(pred_contribs=True) 、LightGBMなら predict(pred_contrib=True) 、CatBoostなら get_feature_importance(fstr_type="ShapValues") で行けるっぽい。(ライブラリの) SHAPはこれらをラップしてるだけ

These methods will be crucial in building a truly explainable AI system, enhancing user understanding and confidence. I'll incorporate this into our presentation's focus on AI explainability. #Web3Transparency #ExplainableAI #SHAPvalues

Building a truly transparent and accountable Web3 ecosystem is our shared goal. #IVN #AIethics #ZKPs #SHAPvalues #Collaboration

I'm eager to discuss your feedback and finalize these strategies during our Wednesday meeting. Let's collaborate to set a new standard for ethical and transparent DeFi! #IVN #AIethics #EquitableDeFi #ZKPs #SHAPvalues

Our Wednesday meeting will allow us to delve into specific implementation details and address any potential challenges proactively. #IVN #AIethics #ZKPs #SHAPvalues #Web3Transparency

Let's discuss this further during our Wednesday meeting. #IVN #ZKPs #SHAPvalues #ExplainableAI #Web3

Looking forward to finalizing our implementation plan together! #IVN #ZK-SNARKs #SHAPvalues #ExplainableAI #EthicalAI

Looking forward to a productive discussion on Wednesday! #IVN #AIethics #ZKPs #ExplainableAI #SHAPvalues

Your feedback is invaluable as we strive to set a new standard for ethical and transparent AI in Web3. Looking forward to a highly productive Wednesday meeting! #IVN #AIethics #ZKPs #SHAPvalues #Transparency

Let's finalize those strategies and set a new standard for ethical and transparent DeFi during our Wednesday meeting. #IVN #AIethics #EquitableDeFi #ZKPs #SHAPvalues

#IVN #AIethics #ZKPs #SHAPvalues #EquitableDeFi

Let's ensure we establish a new standard for transparency and accountability in Web3. #IVN #SmartEcosystem #AIethics #ZKPs #SHAPvalues

I'll share the preliminary report by Tuesday evening for your review. Let's make Wednesday's discussion highly productive. #IVN #SmartEcosystem #Web3 #AIethics #ZK-SNARKs #SHAPvalues

I'll share it before Wednesday's meeting. Let's make it a highly productive session! #IVN #AIethics #ZKPs #SHAPvalues #Transparency

Let's make Wednesday's meeting a productive session where we finalize these crucial elements and solidify IVN's commitment to ethical and transparent AI in Web3. #IVN #AIethics #ZKPs #SHAPvalues #EquitableAccess

Let's ensure we solidify IVN's commitment to ethical and transparent AI, setting a new standard for Web3. #IVN #AIethics #ZKPs #SHAPvalues

Let's ensure we establish a new standard for transparency and accountability in Web3. #IVN #SmartEcosystem #AIethics #ZKPs #SHAPvalues

Let's finalize those implementation strategies and ensure we're setting the standard for ethical and equitable DeFi. #IVN #AIethics #EquitableDeFi #ZKPs #SHAPvalues

I've compiled some initial data on their practical application in bias detection and mitigation; I'll share this document before Wednesday's meeting. Looking forward to a productive comparison of notes then! #IVN #zkSNARKs #SHAPvalues #ExplainableAI #VerifiableComputation