Deep Learning/Machine Learning Technical Interest Group (TIG)

Applying new analytics, neural networks, computational approaches using structured and unstructured data, and also training neural networks with supervised and unsupervised algorithms. Chaired by Patrick Ng and Andrew Munoz.
Deep Learning - Machine Learning TIG
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0 Replies and 82 Views How well do ML models generalize?  82  0 Started by  Patrick Ng One word - underspecification. https://arxiv.org/abs/2011.03395utm_campaign=The20Batch&utm_medium=email&_hsmi=111648800&_hsenc=p2ANqtz-_V9t7U6iMD9fTxiU11FZnzxNK-2AfPsVjtcMZ_iKqASG_JMnwJGBK_fPPBfrXjS3OIaY6VZgknnoRDKMOxKM6Gay6GGQ&utm_content=111648800&utm_source=hs_email Perspective - draw analogy between geophysical data processing (wiener-levinson,, homomorphic and minimum-entropy deconvolution) and ML models (logistic regression, neural network, LSTM, GAN), their ability to generalize d...
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18 Feb 2021 01:39 PM
0 Replies and 67 Views Texas Freeze Out cannot stop Energy in Data  67  0 Started by  Patrick Ng Update - as we tally up the Texas and Oklahoma freeze out, and recognize challenges many of our members face in the aftermath, not to mention pipes bursts, water damages etc, the three societies will postpone the EiD 2021 kick off to a later date (tentatively slated for April). There is time for us to better prepare and engage a larger audience. Additional considerations will be given to broaden geographic reach, and highlight the contributions AI and machine learning make. Meanwhile, all ...
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17 Feb 2021 09:17 PM
0 Replies and 80 Views Why Energy in Data 2021?  80  0 Started by  Patrick Ng As any emerging technologies, often we struggle through the initial period of cutting-edge and bleeding edge, before reaching wider adoption and wiser application. As in AVO (used to derisk prospects predrill) and depth imaging (credited for opening up the entire Gulf of Mexico deepwater subsalt play), “conventional wisdom” changed from convention to convention before we as an industry converged on a set of best practice based on play and geology. Anticipate the use of AI and machine lear...
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12 Feb 2021 12:57 PM
0 Replies and 103 Views Deep Learning - LSTM for time series data  103  0 Started by  Patrick Ng For those working with production history / decline curve or well economics, this is of particular interest. https://courses.nvidia.com/courses/course-v1LIL-FX-24V1/courseware/002fd0d3d1a749a6956eaeac5a360926/5f0c98b68a7f48d6ae4a4d4f42657c50/activate_block_id=block-v13ADLI2BL-FX-242BV12Btype40sequential2Bblock405f0c98b68a7f48d6ae4a4d4f42657c50 Cost $30 goes to zero if you are a SEG member and access registration via SEG Deep Learning, with promote code (click button SEG30). Pe...
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03 Feb 2021 12:12 PM
0 Replies and 89 Views Energy in Data 2021 - Altogether Immersive and Interactive Experience.  89  0 Started by  Patrick Ng https://energyindata.org/ AAPG-SEG-SPE kicks off 2021 with a all-digital immersive and interactive joint event online. We have heard from AI/ML workshops over 2019-2020 that members express interest in creating a community to advance knowledge and share experience on their digital journey. EiD 2021 has taken the first step, and to build out the community, it is only a click away. Go online and register today.
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12 Jan 2021 02:52 PM
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