![]() ![]() ![]() Even understanding something like activation functions take much higher level math as we got to get into topics such as topology, metric theory, and high dimensional statistics. BUT that doesn't mean there isn't a lot of math hiding around in the background. Yes, many parts of ML only require multivariate calculus and those are the parts that most people are exposed to. > Indeed, deep learning math is basically senior-high-school level calculus.Īctually I find this claim problematic and incorrect. But using those libraries doesn't make you an expert in computer graphics. I'm not a graphics expert, but I use graphics programs every day, and graphics libraries regularly. I use many libraries doing things I don't fully understand. That's not a ding against those whose main experience with DL is using those libraries. That's like saying knowing how to use GCC gives you a solid understanding of compilers. That being said, I don't think understanding how the `transformers` library works or composes is the same as understanding how 'deep learning' works. The only change was the advent of large enough data and computer chips to process it. The math for deep learning has been set in place for more than fifty years at this point. There is really no surprising thing or deep insight. Backpropagation is a straightforwards application of the chain rule. Indeed, deep learning math is basically senior-high-school level calculus. One of the problems I see here is that it seems to me that the math education of many CS grads is woefully lacking. The post is not talking about 'traditional ML' but rather only 'DL' (i.e. In that sense, regardless of the etymology, the name actually fits. But nevertheless, the 'normal' meaning of kernel works out because kernels are typically the core fundamental operations supported by a machine learning framework atop which the other operations are built. I believe they come from operator theory and support vector machines. Nevertheless, it is the kernel of many common English idioms such as a 'kernel of truth'. So actually, the definition is the same, it's just that the word kernel is rather rare, despite having a well understood meaning. In linear algebra, the kernel of a matrix (or a linear transformation, same thing) is the set of vectors it maps to zero, which is also in a sense the 'core' of the mapping (in so far that zero can be seen to be at the 'core' of the vector space / number line). An OS kernel is the core of an operating system. In English, the word 'kernel' means 'core'. This software is compatible only with Windows and not OS X, so if your OS X does not support vector graphics, don't worry - the website will still work perfectly fine.EDIT: Hacker news won't let me respond, but the answers below all seem to be because the original meaning has been lost on everyone. You can also access the" Vector Magic" help file by clicking on the "Help" button. After you install the plugin, open the'Vector Magic' dialog box by clicking on the" Pryor Tool" icon located at the bottom right corner of your screen. The freeware version works great with Windows operating systems, but the plugin is best for those who use Windows, OS X or Linux. Vector Magic is available both as a free plugin and as a freeware product. And if you are still unsure of what you want to do with your image, you can simply crop, resize or alter the shape of the object. You can stretch, flip, skew and zoom and do all sorts of editing - including converting a black and white image to sepia, or vice versa. Simply choose the desired output and download vector desktop edition. It takes an ordinary image (your own) and changes it into a highly detailed, multi-layered, custom-made image. Vector Magic Scourgebreaker is a demonstration of the capabilities of this new software. Vector Magic allows you to align and modify just about any element in your image - including complex ones like Polygon, clipping plane, text, and normal map data. However, Vector Magic can also be used for simple retouching of single pictures or multiple pictures in one scene - all thanks to its 'snap to grid' feature. It takes the place of complicated edits, like Radial gradient or Masking layers. ![]() Vector Magic is a new Photoshop plugin that simplifies creating complex shaded images using Photoshop's built-in features. ![]()
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It is our policy to respond to any infringement notices and take appropriate actions. * 512 and the Digital Millennium Copyright Act (DMCA). ![]() ![]() ![]() She grew up in Indiana and graduated from Brigham Young University with a Bachelor of Science in Communications in 1995.Īfter completing her studies, Amy Freeze began her career as a meteorologist and weather forecaster. Amy Freeze reportedly earns an annual salary between $70k and $120,000 (Source: Distractify)Īmy Freeze was born in Utah, USA. She reportedly earns an annual salary between $70k and $120,000. The net worth of Amy Freeze is estimated to be 5 million USD.Īmy has amassed an enormous fortune from her television anchor and meteorologist career. In addition to four Emmy Awards for Best On-Camera Achievement in Weather Broadcasting, she has won several honors for her work.Īlso, Read: American Idol: Who Are Colin Stough Parents? Mother Nara And Father? 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You also have to place a convex lens a specific distance away from the image to make it visible and in-focus on your final surface - and flip the image upside-down to account for refraction. But even that isn't enough to project a clear image in the night sky. To make an image appear on a surface, you need to put a cut-out of that image in front of a light source. That's mostly because the light needs to hit something to actually project an image and because light, in general, is finicky. Getting a projector-like light to beam up into the clouds isn't as easy as the comics or movies make it appear. In a YouTube video documenting the project, James Hobson of Hacksmith Industries clarifies that a functioning Bat Signal is largely a thing of farce. But leave it to the guys behind the ultra-popular YouTube channel Hacksmith Industries to create a functioning Bat Signal that outdoes the "real" thing. While you may think creating a real Bat Signal is as simple as shooting a gigantic beam of light into the night sky, it's actually much more complicated than that. Though Batman may be fictional, his Bat Signal doesn't have to be, thanks to some high-level engineering and serious problem solving. They aren't cool enough for our buddy Bruce.) ![]() Without it, how would he be summoned to handle anything amiss? (Forget cell phones. Face it: Batman is nothing without his famous Bat Signal. ![]() ![]() ![]() ![]() Interestingly, pupillary miosis has a different impact on myopic defocus than on hyperopic defocus. ![]() Narrowing the pupil will proportionally reduce the retinal blur circle, thereby diminishing the impact of defocus on retinal image quality and expanding depth of focus. 8 Miosis narrows the conoid of Sturm by blocking skewed peripheral light rays. In presbyopic eyes, a small pupil reduces the retinal blur size according to the following equation: retinal blur size in degrees visual angle = 0.057 x defocus in diopters x pupillary diameter in millimeters. Presbyopic eyes, however, constantly experience varying levels of defocus when viewing objects at near or intermediate distance. The aforementioned factors apply to a well-focused eye. In dim light conditions, the detrimental effects of aberrations are outweighed by the dramatic decline in retinal contrast sensitivity. Consequently, under mesopic conditions the ideal pupil size increases to about 6 mm. At lower light levels, this change in the signal-to-noise ratio due to photon noise is known as the deVries-Rose law, in which the change in retinal image quality is the square root of change in retinal illuminance. 5 Under dim illumination and with significant miosis, however, if retinal illuminance declines below 100 trolands (a troland is a measure of the angular flux density of light incident upon the retina 6), quantal fluctuations change the tradeoff between diffraction and aberrations because photon noise greatly elevates the retinal neural contrast threshold. In an eye with HOAs (B), retinal image quality degrades with larger pupils owing to the negative impact of HOAs on the retinal point spread function.Īt photopic light levels, the decrease in retinal illuminance produced by constricting the pupil with strong miotics has no effect on vision because the retinal neural contrast threshold changes proportionately to background illumination (a relationship known as Weber’s law). In an eye with no HOAs (A), the quality of the retinal point spread image worsens with smaller pupils owing to the negative impact of diffraction. 1-3 This optimal pupil size can be even smaller for highly aberrated eyes (eg, those with keratoconus or a history of radial keratotomy or LASIK). For normal, well-focused eyes with an average level of HOAs, this interplay generally results in an optimum photopic pupil size of somewhere between 2 mm and 3 mm vis-à-vis visual acuity and retinal image quality. In aberrated eyes, however, contrast decreases with pupillary dilation because of the impact of aberrations on the retinal point spread function (Figure 1). In eyes with no HOAs, retinal image quality increases proportionately to pupillary diameter owing to increases in the diffraction bandwidth. UNDERLYING FACTORSįor a well-focused eye (defocus = 0 D), the optical impact of pupillary diameter is modulated by the competing negative effects of diffraction with smaller pupils and the blur generated by optical aberrations with larger pupils. This article attempts to provide a framework that will help eye care practitioners to understand pupillary modulation more fully and evaluate the benefits and compromises involved in pupillary modulation during a person’s typical day. ![]() The pupillary diameter to optimize distance, intermediate, or near vision can differ because it is affected by a number of determining factors, including retinal illuminance, diffraction, lower-order aberrations (LOAs ie, defocus), and higher-order aberrations (HOAs) Studies of visual performance when the entrance pupil is artificially modified by viewing through small apertures speak directly to the original query: What is the optimal pupil size? As this article explains, the answer to this question is that it depends. Psychophysical studies suggest that, for a well-focused eye, pupil size iterates to whatever achieves the best visual acuity, 1 grating detection, 2 and retinal image quality 3 for viewing objects at various levels of environmental light. This new approach to presbyopia was heralded by the recent first-in-class FDA approval of Vuity (pilocarpine HCl ophthalmic solution 1.25%, Allergan) and affirmative decision on the premarket approval application for the IC-8 small-aperture IOL (AcuFocus), both for the treatment of presbyopia.Ĭhanges in pupillary diameter are highly dynamic they are influenced by accommodative effort, lighting, refractive error, emotional state, age, and other factors. Today, the subject has practical implications given the number of pupil-modulating drops and small-aperture IOLs in development to treat presbyopia. 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Outline Map of the World with Countries Printableīenefits of Outline Map Of The World With Countries Printableįinal Verdict Blank World Map with Countries ![]() Outline Map of the World with Latitude and Longitude Outline Blank Map of the World with Countries in PDFīenefits of Using Outline Map of the World with Continents ![]() ![]() ![]() This open line of communication also allows your executor to address any questions or concerns they may have, avoiding unnecessary complications down the road.Ĭlear and open communication with your family and loved ones about your executor is important, but so is having the talk with loved ones and key individuals to help minimize confusion, surprises and potential conflicts. That includes letting your executor know where you bank, invest, hold real estate and other assets, so they can minimize delays later on and ensure the smooth distribution of your assets. 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Life is unpredictable, and the person you appointed as your executor may become unavailable or be unable to fulfill their duties. Additionally, proper estate planning can streamline the probate process, saving time and reducing expenses for your beneficiaries. This minimizes the potential for family conflicts and legal battles. By having a comprehensive and up-to-date will, you ensure that your wishes are respected, including how assets will be distributed and who will act as executor. Without a will, the distribution of assets follows predetermined rules outlined by provincial or territorial laws, which may not align with your preferences or reflect your family’s unique dynamics. When someone passes away without an estate plan, it can lead to legal complexities and disputes among family members. Let’s start with the first thing, your will. Being prepared creates a well-thought-out estate plan that protects assets, minimizes taxes and fees, and ensures a smooth transfer of wealth to future generations. While I realize I focus on what happens after death, there are tips I’d like to share to help alleviate mistakes or unknowns with your own plan. Over the years, I have worked with hundreds of families during the estate administration process. Wills and estate planning checklist: 10 things Canadian families should do By proactively planning and considering their well-being, you provide them with a lasting legacy of care and support. It grants them security, guidance, financial stability and a sense of unity during an otherwise challenging time. ![]() Ultimately, estate planning demonstrates your love and thoughtfulness towards your family. In addition, your family can find solace in knowing your wishes are documented, and they can focus on grieving and healing rather than navigating complex legal and administrative matters, from organizing a funeral to closing bank accounts. By creating a well-thought-out estate plan, you alleviate the burden from their shoulders for making critical decisions about asset distribution, guardianship of children and healthcare. It provides clarity to your loved ones during an already difficult time. Wills and estate planning are a gift to your familyĮstate planning is the gift of peace of mind to your family in so many ways. ![]() ![]() ![]() However, gravity isn’t the same everywhere on Earth. Gravity is what holds our world together. It holds down our atmosphere and the air we need to breathe. The sun's gravity keeps Earth in orbit around it, keeping us at a comfortable distance to enjoy the sun's light and warmth. Watch this video to find out more about these areas of immense gravity! You can't see the change with your eyes, but scientists can measure it.īlack holes pack so much mass into such a small volume that their gravity is strong enough to keep anything, even light, from escaping. If you shine a flashlight upwards, the light will grow imperceptibly redder as gravity pulls it. Albert Einstein discovered this principle. Gravity not only pulls on mass but also on light. Gravity creates stars and planets by pulling together the material from which they are made. The gravitational pull of the moon pulls the seas towards it, causing the ocean tides. Gravity is what holds the planets in orbit around the sun and what keeps the moon in orbit around Earth. But because Earth is so much more massive than you, your force doesn’t really have an effect on our planet. You exert the same gravitational force on Earth that it does on you. And if you were on a planet with less mass than Earth, you would weigh less than you do here. All its mass makes a combined gravitational pull on all the mass in your body. ![]() So, the closer objects are to each other, the stronger their gravitational pull is.Įarth's gravity comes from all its mass. Objects with more mass have more gravity. Image credit: NASAĪnything that has mass also has gravity. If another object is nearby, it is pulled into the curve. Albert Einstein described gravity as a curve in space that wraps around an object-such as a star or a planet. Earth's gravity is what keeps you on the ground and what makes things fall.Īn animation of gravity at work. Why do you land on the ground when you jump up instead of floating off into space? Why do things fall down when you throw them or drop them? The answer is gravity: an invisible force that pulls objects toward each other. The force of gravity keeps all of the planets in orbit around the sun. 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