Our paper on definitions, methods, and applications in interpretable machine learning in now online @PNASNews https://t.co/wmq10ChIxL @UCBerkeley @Berkeley_EECS @UCSF @AllenInstitute
Definitions, methods, and applications in interpretable machine learning.
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Oct 2019 – Jul 2023Where it's discussed
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Discussions highlight key points from the publication, such as the necessity of interpretability in machine learning models and the introduction of the PDR framework. Phrases like 'a must-read for data scientists' and references to its transformative potential underscore the strong enthusiasm and perceived significance of the work, while expressions about balancing performance and interpretability illustrate the practical implications discussed in the publication.
Most discussions reflect a supportive view of the publication's emphasis on explainability in machine learning.
There is a high level of interest in the topic, with many users sharing and reposting related content.
Several discussions provide in-depth analysis of the publication's concepts, indicating a robust engagement with the material.
Many participants perceive the publication as having a significant influence on the field and the importance of interpreting machine learning models.
Abstract in brief
- The text discusses the importance of interpretability in machine learning, emphasizing the need for understanding how models make predictions beyond just their accuracy.
- It introduces the PDR (predictive, descriptive, relevant) framework, which offers criteria for evaluating interpretation methods based on predictive accuracy, descriptive accuracy, and relevancy to human audiences.
- Additionally, it categorizes existing interpretation techniques into model-based and post hoc approaches, providing examples and highlighting the role of human perspectives in assessing interpretability.
Top posts
Most liked on X and Bluesky@ChristophMolnar Definitions, methods, and applications in interpretable machine learning https://t.co/Mgbigz3Vvr iterative RF https://t.co/xxlZiLlYU0 Please Stop Permuting Features https://t.co/PCIWHFBIc0 Statistical assessment of feature selection https://t.co/pEljQHAxuY
Definitions, methods, and applications in interpretable machine learning https://t.co/z5ZdUKzLLk #MachineLearning
Definitions, methods, and applications in interpretable machine learning - PNAS (2019) https://t.co/fP4rqMdFJX #machinelearning #datascience #XAI
And lastly, we looked into explainable and interpretable ML on Friday: https://t.co/rafb1xEiNc
Definitions, methods, and applications in interpretable machine learning https://t.co/7HT9LIY8t0 @PNASNews
All mentions
What Is Explainable AI? | Explainable vs Interpretable Machine Learning
Comportamentos emergentes das IAs: https://t.co/qoqwXgK1EI Explainable AI: https://t.co/77N7DPUBva
@suinleelab presenting @americanaging describing explainable AI- a powerful framework to help interpret your own machine learning (eg prediction) model. Helpful links for⬆️overview/tools -https://t.co/YDkXlj5Qjj -https://t.co/oQH5Oq00EF YT for Dummies
Definitions, methods, and applications in interpretable machine learning Interpretation in the Data–Science Life Cycle https://t.co/z1Z4lw7w3y https://t.co/XZzgjwlfv1
Definitions, methods, and applications in interpretable machine learning https://t.co/M62SXjxfnU
Explainable AI is important for understanding when a model goes “wrong or worse [goes] rogue”. Great overview by @JordanBHarrod https://t.co/14haeU9NtT
RT @miltondp: Definitions, methods, and applications in interpretable machine learning https://t.co/PjbxnHmSpZ
Definitions, methods, and applications in interpretable machine learning https://t.co/PjbxnHmSpZ
RT @moorejh: Definitions, methods, and applications in interpretable machine learning - PNAS (2019) https://t.co/fP4rqMdFJX #machinelearnin…
Definitions, methods, and applications in interpretable machine learning - PNAS (2019) https://t.co/fP4rqMdFJX #machinelearning #datascience #XAI
RT @KevinClarity: Definitions, methods, and applications in interpretable machine learning #Machinelearning #100DaysOfCode #IoT #IIoT #Bi…
RT @KevinClarity: Definitions, methods, and applications in interpretable machine learning #Machinelearning #100DaysOfCode #IoT #IIoT #Bi…
RT @KevinClarity: Definitions, methods, and applications in interpretable machine learning #Machinelearning #100DaysOfCode #IoT #IIoT #Bi…
RT @KevinClarity: Definitions, methods, and applications in interpretable machine learning #Machinelearning #100DaysOfCode #IoT #IIoT #Bi…
RT @KevinClarity: Definitions, methods, and applications in interpretable machine learning #Machinelearning #100DaysOfCode #IoT #IIoT #Bi…
RT @KevinClarity: Definitions, methods, and applications in interpretable machine learning #Machinelearning #100DaysOfCode #IoT #IIoT #Bi…
RT @KevinClarity: Definitions, methods, and applications in interpretable machine learning #Machinelearning #100DaysOfCode #IoT #IIoT #Bi…
RT @KevinClarity: Definitions, methods, and applications in interpretable machine learning #Machinelearning #100DaysOfCode #IoT #IIoT #Bi…
RT @KevinClarity: Definitions, methods, and applications in interpretable machine learning #Machinelearning #100DaysOfCode #IoT #IIoT #Bi…
RT @KevinClarity: Definitions, methods, and applications in interpretable machine learning #Machinelearning #100DaysOfCode #IoT #IIoT #Bi…
RT @KevinClarity: Definitions, methods, and applications in interpretable machine learning #Machinelearning #100DaysOfCode #IoT #IIoT #Bi…
Definitions, methods, and applications in interpretable machine learning #Machinelearning #100DaysOfCode #IoT #IIoT #Bigdata #100DaysOfMLCode #Python #flutter #cybersecurity #RStats #CodeNewbie #DataScience #DEVCommunity #RPA #artificialintelligence https://t.co/916F3zRDGg
RT @ZetaneSystems: #xAI and interpretable #machinelearning. Get an overview of the topic and key strategies employed today in 8 minutes. ht…
RT @ZetaneSystems: #xAI and interpretable #machinelearning. Get an overview of the topic and key strategies employed today in 8 minutes. ht…
RT @ZetaneSystems: #xAI and interpretable #machinelearning. Get an overview of the topic and key strategies employed today in 8 minutes. ht…
RT @ZetaneSystems: #xAI and interpretable #machinelearning. Get an overview of the topic and key strategies employed today in 8 minutes. ht…
#xAI and interpretable #machinelearning. Get an overview of the topic and key strategies employed today in 8 minutes. https://t.co/DF9Z6vJafv
And lastly, we looked into explainable and interpretable ML on Friday: https://t.co/rafb1xEiNc
Definitions, methods, and applications in interpretable machine learning https://t.co/G9SVSTtT2R
RT @machinelearnflx: Definitions, methods, and applications in interpretable machine learning https://t.co/z5ZdUKzLLk #MachineLearning
RT @machinelearnflx: Definitions, methods, and applications in interpretable machine learning https://t.co/z5ZdUKzLLk #MachineLearning
RT @machinelearnflx: Definitions, methods, and applications in interpretable machine learning https://t.co/z5ZdUKzLLk #MachineLearning
RT @machinelearnflx: Definitions, methods, and applications in interpretable machine learning https://t.co/z5ZdUKzLLk #MachineLearning
Definitions, methods, and applications in interpretable machine learning https://t.co/z5ZdUKzLLk #MachineLearning
Definitions, methods, and applications in interpretable machine learning https://t.co/ST0c6obI08
RT @RyoMasahiro: @ChristophMolnar Definitions, methods, and applications in interpretable machine learning https://t.co/Mgbigz3Vvr iterati…
RT @RyoMasahiro: @ChristophMolnar Definitions, methods, and applications in interpretable machine learning https://t.co/Mgbigz3Vvr iterati…
@ChristophMolnar Definitions, methods, and applications in interpretable machine learning https://t.co/Mgbigz3Vvr iterative RF https://t.co/xxlZiLlYU0 Please Stop Permuting Features https://t.co/PCIWHFBIc0 Statistical assessment of feature selection https://t.co/pEljQHAxuY
Definitions, methods, and applications in interpretable machine learning #DeepLearning https://t.co/ZqvyF5BJhH (subscription needed) https://t.co/nOdcLGzXqW
RT @RyoMasahiro: A must-read for data scientists: "Definitions, methods, and applications in interpretable machine learning" https://t.co/M…
A must-read for data scientists: "Definitions, methods, and applications in interpretable machine learning" https://t.co/Mgbigz3Vvr In short, "remember the trade-off btw. performance & interpretability, and think carefully at which point they should be balanced in your project"
Definitions, methods, and applications in interpretable machine learning https://t.co/IfYF25Z44G
RT @bgoncalves: Definitions, methods, and applications in interpretable machine learning | PNAS https://t.co/xpsUQWXqoi
Definitions, methods, and applications in interpretable machine learning | PNAS #XAI #ExplainableAI #AI #ArtificialIntelligence #ML #MachineLearning #DL #DeepLearning #NeuralNetworks #TrustworthyAI https://t.co/UGuh937CeF
RT @bgoncalves: Definitions, methods, and applications in interpretable machine learning | PNAS https://t.co/xpsUQWXqoi
Definitions, methods, and applications in interpretable machine learning | PNAS https://t.co/1HMFdHNYuR
Definitions, methods, and applications in interpretable machine learning | PNAS https://t.co/xpsUQWXqoi
RT @neurovium: Definitions, methods, and applications in interpretable machine learning https://t.co/7HT9LIY8t0 @PNASNews
Definitions, methods, and applications in interpretable machine learning https://t.co/Dio5ZBCtED
Definitions, methods, and applications in interpretable machine learning https://t.co/7HT9LIY8t0 @PNASNews
Definitions, methods, and applications in interpretable machine learning [Statistics] https://t.co/FJEbpNqjYj
Towards #ExplainableAI #XAI Definitions, methods, and applications in interpretable machine learning | PNAS https://t.co/VhkKUmKQX3
RT @RyoMasahiro: Definitions, methods, and applications in interpretable machine learning https://t.co/mZzVqZwb7L
RT @RyoMasahiro: Definitions, methods, and applications in interpretable machine learning https://t.co/mZzVqZwb7L
RT @RyoMasahiro: Definitions, methods, and applications in interpretable machine learning https://t.co/mZzVqZwb7L
RT @RyoMasahiro: Definitions, methods, and applications in interpretable machine learning https://t.co/mZzVqZwb7L
RT @RyoMasahiro: Definitions, methods, and applications in interpretable machine learning https://t.co/mZzVqZwb7L
Definitions, methods, and applications in interpretable machine learning https://t.co/mZzVqZwb7L
RT @Reza_Abbassi: Our paper on definitions, methods, and applications in interpretable machine learning in now online @PNASNews https://t.…
RT @Reza_Abbassi: Our paper on definitions, methods, and applications in interpretable machine learning in now online @PNASNews https://t.…
Definitions, methods, and applications in interpretable machine learning | PNAS https://t.co/QVXooUyAE3
RT @Reza_Abbassi: Our paper on definitions, methods, and applications in interpretable machine learning in now online @PNASNews https://t.…
RT @Reza_Abbassi: Our paper on definitions, methods, and applications in interpretable machine learning in now online @PNASNews https://t.…
RT @Reza_Abbassi: Our paper on definitions, methods, and applications in interpretable machine learning in now online @PNASNews https://t.…
RT @Reza_Abbassi: Our paper on definitions, methods, and applications in interpretable machine learning in now online @PNASNews https://t.…
RT @Reza_Abbassi: Our paper on definitions, methods, and applications in interpretable machine learning in now online @PNASNews https://t.…
Our paper on definitions, methods, and applications in interpretable machine learning in now online @PNASNews https://t.co/wmq10ChIxL @UCBerkeley @Berkeley_EECS @UCSF @AllenInstitute
RT @AINewsFeed: Definitions, methods, and applications in interpretable machine learning | PNAS https://t.co/BpkvAWKP86 #ai #ml #dl
Definitions, methods, and applications in interpretable machine learning | PNAS https://t.co/BpkvAWKP86 #ai #ml #dl