![]() "This may include situations where an employer relies on the results of a selection procedure that an agent administers on its behalf," the EEOC stated in the guidance.Įmployers may want to ask the vendor whether steps have been taken to evaluate whether use of a tool causes a substantially lower selection rate for individuals with a characteristic protected by Title VII, the agency recommended. The employer may also be held responsible for agents' actions, including software vendors, if the employer has given them authority to act on the employer's behalf. "f an employer administers a selection procedure, it may be responsible under Title VII if the procedure discriminates on a basis prohibited by Title VII, even if the test was developed by an outside vendor," the agency states in its technical assistance guidance. The EEOC puts the burden of compliance squarely on employers. "Second, AI vendors will not usually disclose their testing methods and will demand companies provide contractual indemnification and bear all risk for alleged adverse impact of the tools." "First, front-line HR managers and procurement folks who routinely source AI hiring tools do not understand the risks," he said. ![]() "Employers are not prepared for the Title VII implications of using AI HR tools for two main reasons," said Bradford Newman, an attorney with Baker McKenzie in Palo Alto, Calif. The agency noted that disparate impact analysis was the focus of the technical assistance.Įmployers May Be Surprised by Title VII's Reach Even if the procedures are job-related and consistent with business necessity, alternatives must be considered. Neutral tests or selection procedures, including algorithmic decision-making tools, that have a disparate impact on the basis of race, color, religion, sex or national origin must be job-related and consistent with business necessity otherwise they are prohibited, the EEOC said. ![]() He described the guidance as a "wake-up call to employers." ![]() "Too many employers are not yet fully realizing that long-standing nondiscrimination law is applicable even in the very new context of AI-driven employment selection tools," said Jim Paretti, an attorney with Littler in Washington, D.C. Without proper safeguards, employers might violate Title VII when they use AI to select new employees, monitor performance, and determine pay or promotions, the EEOC said. ![]()
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![]() ![]() "But the difficult part was the new characters - that was just hard, man." "The difficult part was the new characters - that was just hard, man." He was going to have armor in a green tint. "We knew he was going to have the visor, and that certain color. It was a lot of work involving plenty of sketches and drawings, but Master Chief wasn't the most challenging thing Garza worked on, largely because so much of the character's look was already in place. "Because those would be the ones that have the most interaction with the guns," he says, "I figured you want to have, I dunno, more mobility for them." ![]() ![]() This process would go back and forth several times until they had the main structure of the character down, and then Garza would get to work on the details.įor instance, in keeping with functional theme, he decided it might be better to make Master Chief's thumb and index finger a different material than the rest of the armor. Once he was able to check out the model he’d go back and do some more sketches to make adjustments. "Kenneth really wanted it to be a lot more functional looking, so I would get buzzwords like ‘heavy,’ ‘technological,’ ‘tank’ - those kinds of words will help me look for shades, forms, colors that I would use to make the design of the Master Chief." Garza would use these words to create sketches, which would then be turned into 3D models and viewed from every possible angle. Master Chief already had a well-defined look, so Garza needed to refine it in more subtle ways. The process of redesigning the character involved a lot of iteration. "It’s a huge character for everybody and it’s the face of the game. "If I had to pick something it would be the Chief," he says. And while he says it's hard to choose, his favorite thing he worked on in the game isn't all that surprising. He created designs for everything from iconic vehicles like the Warthog and the Pelican to new enemy creatures like the Promethean watcher and crawler. But for the new game he settled into the role of concept artist, where it was his job to create art that would help influence the look and feel of the game. ![]() Prior to Halo 4, he worked on a few Halo-related projects, including painting the cover for the short story collection Halo: Evolutions. Garza describes himself as a Halo fan - he'd played the games and followed the series' fiction closely - so the decision to join 343 was a pretty simple one. He met Kenneth Scott, 343's senior art director, at a conference in Dallas, and eventually was invited to come join a secret project in Kirkland, Washington. Halo 4 is the first original game to come out of 343, but Garza has actually worked at the company for around four years now. Not only was he responsible for creating the look for the game's new enemies, the Prometheans, but Garza was also tasked with redesigning the face of the series: Master Chief. But Garza's pressures were somewhat different compared to the rest of his co-workers. Like the rest of the team at Microsoft's 343 Industries, Garza was under quite a bit of pressure, working on the first game in the series not developed by Halo creators Bungie. "All of the games I worked on before they were video games, but they were not Halo," says Gabriel "Robogabo" Garza, who served as a concept artist on the just-released Halo 4. ![]() ![]() ![]() In order to avoid this, you can go through individual items and deselect anything you want to keep before running the cleaning feature. That's often a good thing, but it can also mean that some items you wanted or needed are purged as well from time to time. ConsĪggressive default removal: This program is pretty aggressive in terms of what it removes. 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It is important to pay attention to conversion to grayscale for color tight_layout ( h_pad = 0.0, pad = 1.5 ) plt. set_xlabel ( cmap_category ' colormaps', fontsize = 14 ) fig. ![]() set_ylabel ( 'Lightness $L^*$', fontsize = 12 ) ax. set_major_locator ( ticker ) formatter = mpl. set_ticks_position ( 'top' ) ticker = mpl. set_ylim ( 0.0, 100.0 ) # Set up labels for colormaps ax. append ( x j * dc ) # Set up the axis limits: # * the 1st subplot is used as a reference for the x-axis limits # * lightness values goes from 0 to 100 (y-axis limits) ax. append ( x j * dc ) elif cmap_category in ( 'Diverging', 'Qualitative', 'Cyclic', 'Miscellaneous', 'Sequential (2)' ): locs. scatter ( x j * dc, y_, c = c_, cmap = cmap, s = 300, linewidths = 0.0 ) # Store locations for colormap labels if cmap_category in ( 'Perceptually Uniform Sequential', 'Sequential' ): locs. get ( cmap_category, 1.4 ) # cmaps horizontal spacing ax. y_ = lab c_ = x else : y_ = lab c_ = x dc = _DC. To make scatter markers change # color along plot: # if cmap_category = 'Sequential' : # These colormaps all start at high lightness, but we want them # reversed to look nice in the plot, so reverse the order. Do separately for each category # so each plot can be pretty. colormaps ( x ) lab = cspace_converter ( "sRGB1", "CAM02-UCS" )( rgb ) # Plot colormap L values. flat ): locs = # locations for text labels for j, cmap in enumerate ( cmap_list ): # Get RGB values for colormap and convert the colormap in # CAM02-UCS colorspace. subplots ( nrows = nsubplots, squeeze = False, figsize = ( 7, 2.6 * nsubplots )) for i, ax in enumerate ( axs. ceil ( len ( cmap_list ) / dsub )) # squeeze=False to handle similarly the case of a single subplot fig, axs = plt. ![]() get ( cmap_category, 6 ) nsubplots = int ( np. items (): # Do subplots so that colormaps have enough space. linspace ( 0.0, 1.0, 100 ) # Do plot for cmap_category, cmap_list in cmaps. Represent information which does not have ordering orĬmaps = # Indices to step through colormap x = np. Qualitative: often are miscellaneous colors should be used to Used for values that wrap around at the endpoints, such as phase The middle and beginning/end at an unsaturated color should be Middle value, such as topography or when the data deviates aroundĬyclic: change in lightness of two different colors that meet in Should be used when the information being plotted has a critical Representing information that has ordering.ĭiverging: change in lightness and possibly saturation of twoĭifferent colors that meet in the middle at an unsaturated color Incrementally, often using a single hue should be used for Sequential: change in lightness and often saturation of color Parameter \(L^*\) can then be used to learn more about how the matplotlibĪn excellent starting resource for learning about human perception of colormapsĬolormaps are often split into several categories based on their function (see, In CIELAB, color space is represented by lightness, Perceptually uniform colormaps can be found in theĬolor can be represented in 3D space in various ways. Will be better interpreted by the viewer. Which have monotonically increasing lightness through the colormap Much better than, for example, changes in hue. Perceives changes in the lightness parameter as changes in the data Researchers have found that the human brain a colormap in which equal steps in data are perceived as equal If there is a standard in the field the audience may be expectingįor many applications, a perceptually uniform colormap is the best choice If there is an intuitive color scheme for the parameter you are plotting Your knowledge of the data set ( e.g., is there a critical value Whether representing form or metric data ( ) The best colormap for any given data set depends The idea behind choosing a good colormap is to find a good representation in 3DĬolorspace for your data set. Here we briefly discuss how to choose between the many options. Third-party colormaps section of the Matplotlib documentation. Have many extra colormaps, which can be viewed in the Matplotlib has a number of built-in colormaps accessible via To download the full example code Choosing Colormaps in Matplotlib # ![]() ![]() ![]() Relax on the rocking chairs after a day on the water. The large long approach to the Pymatuning Lake leads directly to the water where a fishing boat awaits your arrival. ![]() The location is quiet as neighbors rarely visit their properties. Pymatuning Central Real Estate & Homes For Sale 18 results Sort: Homes for You 1727 Woodland Rd, Linesville, PA 16424 COLDWELL BANKER SELECT - EDINBORO. PA 16340 ERA TEAM VP REAL ESTATE 250,000 5 bds 2 ba 2,156 sqft - House for sale. After getting to know the area for several years, we realized that offering vacation rentals would meet our needs to spend time here while offering the same to others. Homes for sale near Pymatuning Lake range between 100k and 700k. We found this property with lake access and fishing opportunities. 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