Find descriptive words. Find similar sounding words. No one asked Mr. Moonves the names of the women, let alone tried to hear their accounts. MajorNine - Ready for War. In our opinion, Secret (feat. Redstone emerged as his heir apparent, a powerful executive in her own right and the de facto chairman of her father's companies. Misunderstood lyrics. Redstone asked Mr. Moonves if there was any truth to them. Majornine ready for war lyrics. On Sunday, May 13, 2018, Leslie Moonves, the chairman and chief executive of CBS, faced a difficult decision, perhaps the most agonizing of his long and celebrated media career: whether to pull the trigger on a coup against the Redstone family, which controlled CBS. How could the board have expressed its support for Mr. Moonves when it had done almost nothing to investigate? Rather You Than Me (2017).
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Vegas Residency lyrics. The manager said that he had gotten calls from The Times, and that there was "buzz" about what had happened. Not all CBS directors were eager to get to the bottom of the rumors, but after Ms. Redstone's prodding, they hired Michael Aiello, a partner at Weil Gotshal & Manges, to interview Mr. Moonves about any potential accusations that could become public. You Do That sh*t lyrics. Redstone had always cringed on the many occasions her father insisted on listening to it. Fallen Starz is a song recorded by 400HotBoi for the album Born Again that was released in 2019. Grammy predictions: Who will win Sunday's showdown with Beyoncé and Adele, and who should? Pay me to party If you ain't chasin' paper then I don't feel sorry, man You just copped the Masi If you standin' in the line With me, we gon' eat Major. Les is our leader and we have to stand behind him. Stream #TouchMoney music | Listen to songs, albums, playlists for free on. " "What does 'exposed' mean? Want a bitch that want some soul ties like major nine Sike bitch ion even want no fuckin soul ties Ion love these bitches I just fuck em pass em to my. Aiello's interview had seemed, to her, perfunctory at best. For a cheap $149, buy one-off beats by top producers to use in your songs.
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The combined market capitalization of Viacom and CBS was $30 billion when the merger was announced in 2019. The board members voted unanimously to go ahead with the plan. 772 Love is a song recorded by YNW Melly for the album of the same name 772 Love that was released in 2017. But while she thought he was open to her ideas, Mr. Moonves and his supporters on the CBS board had secretly plotted a board vote to strip the Redstones of their voting control and block the merger. Russia has also warned Israel against supplying weapons to Ukraine after Israeli Prime Minister Benjamin Netanyahu said he was considering doing so, including the so-called Iron Dome antimissile defense system. S. Ready for war major nine lyrics. S. Shooting Starz. He was fired on Sept. 9, 2018. She threw us under the bus when not under pressure. It fell to Bruce Gordon, the board confidant, to coax Mr. Moonves back. No Good For Me is a song recorded by Jay Gwuapo for the album From Nothing Pt. With Chordify Premium you can create an endless amount of setlists to perform during live events or just for practicing your favorite songs. Idols Become Rivals lyrics.
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Dear Lady is a song recorded by Lucas Coly for the album Heart that was released in 2018. The philandering and increasingly infirm 94-year-old Sumner Redstone, the patriarch who assembled CBS, the Paramount film studio and a bevy of cable networks under the Viacom umbrella into a multibillion-dollar media and entertainment empire, had let Mr. Moonves run CBS as he saw fit. F*ck Dat n*gga lyrics. When he was healthy, Mr. Redstone seemed certain that his daughter should not succeed him. So independent but paid like a major 9 God So independent but paid like a major Multiple models exotical flavors The furthest from modest I'm not. Please subscribe to Arena to play this content. "Let me take a step back, " Mr. Aiello said. She had managed to separate her father from the growing influence of his two live-in companions, one purportedly his fiancée, with a nine-carat diamond to prove it. Major nine ready for war lyrics collection. I would rather leave. I Gotta Thang Fa You lyrics. Port of Miami 2 Freestyle lyrics. And I still got that M1-6 by the front door. CBS itself, like many companies, had issued public statements that such conduct wouldn't be tolerated. Mr. Aiello assured the board that while there had been times when Mr. Moonves might have been "clumsy" and made "unwanted advances, " there was nothing to worry about.
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On the morning of Aug. 11, 2020, Mr. Redstone's nurse called Ms. Redstone to tell her she thought the end was near. Pay attention nigga step it up and if your friend envy you that boy might set you up. This was the "nuclear" option — a legal gambit with profound implications for every public company with a controlling shareholder, which includes many of the biggest media and tech companies. By then, sexual misconduct allegations had led to the firing of media celebrities like Matt Lauer and Charlie Rose. They gave an account of an interview they had with Mr. Moonves the previous day, touching on the police report, the actress and the incidents reported in The New Yorker, according to notes of the meeting reviewed by The Times. "Break My Soul, " Beyoncé. Arnold Kopelson, who won a best-picture Academy Award for producing "Platoon, " was especially ardent in his support for Mr. Moonves, dismissing the New Yorker incidents as ancient history. She Independent is a song recorded by Burga for the album Permanent Scars that was released in 2020. As nonexecutive chair she oversees Paramount Global, the company that emerged from the combination of CBS and Viacom, home to such hits as last summer's "Top Gun: Maverick" and the current streaming series "Yellowstone. While its competitors seized the opportunities presented by the digital revolution, Viacom and CBS lost precious years to their internal struggles. She had just decided to drop the merger idea if Mr. Moonves didn't support it. Mr. Moonves said there were two instances of possible concern, both decades in the past, long before his employment by CBS. But Wall Street analysts were skeptical.
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2 is a song recorded by Rod Da God for the album Invincible that was released in 2019. Content not allowed to play. Summer Walker) is a song recorded by 21 Savage for the album of the same name Secret (feat. Ms. Redstone had finally prevailed. Other popular songs by Tsu Surf includes Free Da Homie, 2:00 AM, What Do You Want Me To Say, Freedom, Conversations, and others. "Bad Habit, " Steve Lacy. And I done seen a lot of lame shit.
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Debugging and auditing interpretable models. Correlation coefficient 0. 0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Yet, we may be able to learn how those models work to extract actual insights. The general form of AdaBoost is as follow: Where f t denotes the weak learner and X denotes the feature vector of the input. Object not interpretable as a factor 訳. "Automated data slicing for model validation: A big data-AI integration approach. " These are open access materials distributed under the terms of the Creative Commons Attribution license (CC BY 4.
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Does Chipotle make your stomach hurt? Prediction of maximum pitting corrosion depth in oil and gas pipelines. Song, X. Multi-factor mining and corrosion rate prediction model construction of carbon steel under dynamic atmospheric corrosion environment. It means that the cc of all samples in the AdaBoost model improves the dmax by 0. In the simplest case, one can randomly search in the neighborhood of the input of interest until an example with a different prediction is found. The interactio n effect of the two features (factors) is known as the second-order interaction. I was using T for TRUE and while i was not using T/t as a variable name anywhere else in my code but moment i changed T to TRUE the error was gone. Most investigations evaluating different failure modes of oil and gas pipelines show that corrosion is one of the most common causes and has the greatest negative impact on the degradation of oil and gas pipelines 2. Visualization and local interpretation of the model can open up the black box to help us understand the mechanism of the model and explain the interactions between features. We may also identify that the model depends only on robust features that are difficult to game, leading more trust in the reliability of predictions in adversarial settings e. g., the recidivism model not depending on whether the accused expressed remorse. Object not interpretable as a factor of. C() function to do this. The next is pH, which has an average SHAP value of 0. Luo, Z., Hu, X., & Gao, Y.
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Similar to LIME, the approach is based on analyzing many sampled predictions of a black-box model. Auditing: When assessing a model in the context of fairness, safety, or security it can be very helpful to understand the internals of a model, and even partial explanations may provide insights. The larger the accuracy difference, the more the model depends on the feature. Wasim, M., Shoaib, S., Mujawar, M., Inamuddin & Asiri, A. You can view the newly created factor variable and the levels in the Environment window. Without understanding how a model works and why a model makes specific predictions, it can be difficult to trust a model, to audit it, or to debug problems. In general, the superiority of ANN is learning the information from the complex and high-volume data, but tree models tend to perform better with smaller dataset. Beta-VAE: Learning Basic Visual Concepts with a Constrained Variational Framework. Interpretability has to do with how accurate a machine learning model can associate a cause to an effect. To explore how the different features affect the prediction overall is the primary task to understand a model. For example, if you want to perform mathematical operations, then your data type cannot be character or logical. Environment, it specifies that. 5, and the dmax is larger, as shown in Fig.
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Nevertheless, pipelines may face leaks, bursts, and ruptures during serving and cause environmental pollution, economic losses, and even casualties 7. When trying to understand the entire model, we are usually interested in understanding decision rules and cutoffs it uses or understanding what kind of features the model mostly depends on. If you have variables of different data structures you wish to combine, you can put all of those into one list object by using the. We have employed interpretable methods to uncover the black-box model of the machine learning (ML) for predicting the maximum pitting depth (dmax) of oil and gas pipelines. Object not interpretable as a factor 翻译. Trying to understand model behavior can be useful for analyzing whether a model has learned expected concepts, for detecting shortcut reasoning, and for detecting problematic associations in the model (see also the chapter on capability testing). Variance, skewness, kurtosis, and CV are used to profile the global distribution of the data.
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Globally, cc, pH, pp, and t are the four most important features affecting the dmax, which is generally consistent with the results discussed in the previous section. The coefficient of variation (CV) indicates the likelihood of the outliers in the data. Soil samples were classified into six categories: clay (C), clay loam (CL), sandy loam (SCL), and silty clay (SC) and silty loam (SL), silty clay loam (SYCL), based on the relative proportions of sand, silty sand, and clay. Lam's 8 analysis indicated that external corrosion is the main form of corrosion failure of pipelines. Xie, M., Li, Z., Zhao, J. Interpretable ML solves the interpretation issue of earlier models. Interpretability vs Explainability: The Black Box of Machine Learning – BMC Software | Blogs. That is, only one bit is 1 and the rest are zero. This optimized best model was also used on the test set, and the predictions obtained will be analyzed more carefully in the next step. In the first stage, RF uses bootstrap aggregating approach to select input features randomly and training datasets to build multiple decision trees. If it is possible to learn a highly accurate surrogate model, one should ask why one does not use an interpretable machine learning technique to begin with. In these cases, explanations are not shown to end users, but only used internally.
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Conflicts: 14 Replies. Conversely, increase in pH, bd (bulk density), bc (bicarbonate content), and re (resistivity) reduce the dmax. Corrosion research of wet natural gathering and transportation pipeline based on SVM. The service time of the pipeline is also an important factor affecting the dmax, which is in line with basic fundamental experience and intuition. As the wc increases, the corrosion rate of metals in the soil increases until reaching a critical level.
Instead of segmenting the internal nodes of each tree using information gain as in traditional GBDT, LightGBM uses a gradient-based one-sided sampling (GOSS) method. Named num [1:81] 10128 16046 15678 7017 7017..... - attr(*, "names")= chr [1:81] "1" "2" "3" "4"... assign: int [1:14] 0 1 2 3 4 5 6 7 8 9... qr:List of 5.. qr: num [1:81, 1:14] -9 0. Interpretability means that the cause and effect can be determined. List1, it opens a tab where you can explore the contents a bit more, but it's still not super intuitive. Publisher's note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations. Basic and acidic soils may have associated corrosion, depending on the resistivity 1, 42. The number of years spent smoking weighs in at 35% important. However, these studies fail to emphasize the interpretability of their models.
I:x j i is the k-th sample point in the k-th interval, and x denotes the feature other than feature j. Number of years spent smoking. Discussion how explainability interacts with mental models and trust and how to design explanations depending on the confidence and risk of systems: Google PAIR. The local decision model attempts to explain nearby decision boundaries, for example, with a simple sparse linear model; we can then use the coefficients of that local surrogate model to identify which features contribute most to the prediction (around this nearby decision boundary). We briefly outline two strategies. Similarly, higher pp (pipe/soil potential) significantly increases the probability of larger pitting depth, while lower pp reduces the dmax. PENG, C. Corrosion and pitting behavior of pure aluminum 1060 exposed to Nansha Islands tropical marine atmosphere. NACE International, New Orleans, Louisiana, 2008). The acidity and erosion of the soil environment are enhanced at lower pH, especially when it is below 5 1. Function, and giving the function the different vectors we would like to bind together.