![]() ![]() binary_crossentropy (and tf.nn.sigmoid_cross_entropy_with_logits under the hood) is for binary multi-label classification (labels are independent).You are right by defining areas where each of these losses are applicable: Likewise the categorical crossentropy: should only work for one-hot encoded labels if the documentation is correct?! So, what is the idea behind Keras' naming of the loss functions? Is the documentation correct? If the binary cross entropy would really rely on binary labels, it should not work for autoencoders, right?! Please correct me if I am wrong, but it looks to me that the Keras documentation is - at least - not very "detailed"?! If they are not, the computation of the gradient will be incorrect. All that is required is that each row of labels is a valid probability distribution. NOTE: While the classes are mutually exclusive, their probabilities need not be. If I am not mistaken, this is just the special case of one-hot encoded classification tasks, but the underlying cross-entropy loss also works with probability distributions ("multi-class", dependent labels)?Īdditionally, Keras uses tf.nn.softmax_cross_entropy_with_logits (TF python backend) for the implementation, which itself states: if you have 10 classes, the target for each sample should be a 10-dimensional vector that is all-zeros expect for a 1 at the index corresponding to the class of the sample). (.) when using the categorical_crossentropy loss, your targets should be in categorical format (e.g. On the other hand, my expectation for categorical_crossentropy was to be intended for multi-class classifications where target classes have a dependency on each other, but are not necessarily one-hot encoded. I thought binary_crossentropy should not be a multi-class loss function and would most likely use binary labels, but in fact Keras (TF Python backend) calls tf.nn.sigmoid_cross_entropy_with_logits, which actually is intended for classification tasks with multiple, independent classes that are not mutually exclusive. I have found several tutorials for convolutional autoencoders that use _crossentropy as the loss function. After using TensorFlow for quite a while I have read some Keras tutorials and implemented some examples. ![]()
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![]() Wellington Cable Car Ltd also owns the overhead wires for Wellington's trolleybuses. The Cable Car is owned and operated by Wellington Cable Car Ltd, owned by Wellington City Council. In the mornings and evenings, it is used by commuters travelling between Kelburn and the city at other times of the day, it is used by people travelling between the city and the Wellington Botanic Garden, by students attending Victoria University and living in nearby student hostels, and by many tourists, especially during summer. The Cable Car is used by slightly under a million people each year. Each car weighs approximately 13.5 t (13.3 long tons 14.9 short tons) when empty and 21 t (20.7 long tons 23.1 short tons) when full. ![]() The normal operating speed is 18 km/h (11.2 mph) (5 m/s or 16.4 ft/s), with a maximum passenger load of around 100 (30 seated, 70 standing). The cars are designed to fit the grade, using internal steps to provide horizontal floors. Wheels on the south side of car 1 and the north side of car 2 have double flanges, while the opposite wheels on each car have no flanges, directing the cars to the correct side of the mid-way passing loop at Talavera. The Cable Car is a funicular rather than a true cable car: the cars are permanently attached to the cable, which stops and starts as required, while a cable car grips and releases a continuously-moving cable. A 185 kW 550 V DC motor at the top of the hill drives the pulley. ![]() They are attached to each other by a 30 mm diameter cable, supported by 120 rollers, which runs round a pulley at the top of the hill. The Cable Car has two cars, which start from opposite ends of the line and pass in the middle. Except for the lowest part the line rises at a constant grade of 1 in 5.06 (17.86 % or 10.13 degrees), through two tunnels and over three bridges. ![]() The only curves are at the passing loop in the middle, at Talavera station. 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The characters don't take the threat of Athia's imminent destruction very seriously and any tension that comes from their perilous existence is repeatedly undermined by meaningless busywork they want you to do. The emotional connection Forspoken tries to establish to incentivize the player to take action-to help the people that need Frey's help-is deeply uninteresting and oftentimes head-scratching and odd. However, it's not a world that the game is able to adequately convince the player of wanting to stay in and protect. Like any isekai protagonist worth their salt, Frey is initially resistant to her new surroundings before discovering that she's actually ideally suited to the world she's found herself trapped in. It's difficult to like the standoffish and stubborn Frey, the incessantly sarcastic Cuff (who regularly quips in Frey's ear like a discount JARVIS), or any of the survivors who are all too eager to completely rely on Frey's protection from the Break while also asking her to complete boring optional tasks like going on a tour of a lifeless hub or petting a bunch of sheep.īy clicking 'enter', you agree to GameSpot'sįorspoken's story is one about belonging-finding a place you want to stay and a people you wish to protect. The whole situation is an intriguing narrative setup but boring or unlikable characters let it down. Frey is the only exception, making her an ideal candidate for exploring the Break, finding its source, and destroying it. ![]() This blight, which Frey calls the Break, covers the land and transforms living creatures into mutated monsters. 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Though it takes inspiration from isekai-stories in which people from Earth are transported to and become trapped in a fantastical world (think Alice in Wonderland but Japanese)- Forspoken ultimately doesn't understand what makes that genre so popular. ![]() ![]() Children can use the ‘Read and Rainbow Write’ Word Cards to write sight words in their own sentences.Have students make their own sight words resource book gluing any of the activities in a notebook. ![]() Make two copies of ‘read the word’ or ‘rainbow write the word’ for all sorts of additional fun Sight Word Games, such as ‘War’, ‘Memory’, ‘Bingo’, etc.Use the ‘find and color the word’ activity as a check-for-understanding center where students color the focused sight words of the center.‘Rainbow write the word’ becomes a vowel/consonants identifying activity.Dry erase markers make the ‘write the word’ activity perfect for small group time–you say the word or show the word and have them write it from memory or copy it for those students just learning the sight words.Use Letter Magnets with the ‘build the word’ activity to spell words.Dry erase markers or playdough can be used with the ‘trace the word’ activity.Use the ‘read the word’ activity and different Reading Materials for children to recognize the words in text.Hide ‘read the word’ or ‘rainbow write words’ around the classroom for students to find and write.The ‘read the word’ activity becomes a set of flash cards, word wall words, or put them on a ring and they become individual sight word practice resources.Print the sight word activity worksheets on cover stock, laminate some of them, and then cut the activities apart. Differentiating worksheets to create six different small group or centerĪctivities is easy with just some card stock, lamination, and a pair of scissors! These printable worksheets are perfect to use as interventions for students, too. The words are grouped by grade-level, starting with Pre-K and going through 3rd Grade. There’s a total of 220 words on the Dolch Words List. Of course they’re all important for readers to learn, but the Dolch Sight Words List is the most commonly used to teach sight words. So which word list do children need to learn? You Guessed It–ALL of them! Google the phrase: ‘Sight Words List.’ Your search request will result in pages and pages of all different types of word lists. Additionally, their confidence as a reader increases with every, “I KNOW THAT WORD!!” Dolch, Fry, High Frequency Words…OH MY! ![]() Reading fluency and comprehension also begins to improve. Then they can spend their energy on decoding more difficult words. 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Cup and tablespoon conversions 3/4 cup, 12 tablespoons, 6 fluid ounces 2/3 cup, 10 tablespoons plus 2 teaspoons, 4 fluid ounces 1/2 cup, 8 tablespoons, 4. 4 cup to tablespoon 63.0902 tablespoon 5 cup to tablespoon 78.86275 tablespoon 6 cup to tablespoon 94.6353 tablespoon 7 cup to tablespoon 110.40784 tablespoon 8 cup to tablespoon 126.18039 tablespoon 9 cup to tablespoon 141.95294 tablespoon 10 cup to tablespoon 157. NEVER pack flour down into the measuring cup or tap it excessively. In most recipes, flour is supposed to be measured straight from the canister or package (the flour needs to be airy, if it seems compact, stir it in the container before measuring it). To measure packed brown sugar, pack sugar down lightly with back of spoon, then level off. ![]() Most recipes usually call for certain amounts of packed brown sugar. Simply spoon it in and level off with the straight edge of a knife. Most sugar can be measured in a graduated measuring cup. 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They are widely available in 1, 2, 4, and 8-cup measures. 1 US teaspoon (tsp) 0.02083333333 US cup (c) 4.92892159 milliliters (ml) 1/3 US tablespoons (tbsp) 1/6 US fluid ounce (fl. Measuring cups that look like little pitchers with a lip/spout to aid in pouring. Before measuring, ensure you’re using the correct measuring cup for your recipe. They are excellent for measuring dry ingredients because they can easily be leveled off. After understanding the different cup sizes and how many tablespoons in 3/4 cup, here are some helpful tips on measuring 3/4 cup accurately. They are usually made of plastic or metal and come in sets of four or five (1 cup, 3/4 cup, 1/2 cup, 1/3 cup, and 1/4 cup). We've got you covered with our handy dandy conversion charts made just for cooking. Dry ingredients weight is not consistant because of the volume of air in the ingredients.Wondering how many oz in a cup? How many tablespoons in a cup? What about how many teaspoons in a tablespoon? What is the difference between a fluid (fl) ounce (oz) and a dry oz? butter, milk, yogurt etc) 1 Cup is the equivalent of 8oz. ![]() When weighing water based ingredients (water based, i.e. 3/4 (0.75) Tablespoon 0.0444 cup metric 3/4 (0.75) Tablespoon 0.739 Tablespoon metric 3/4 (0.75) Tablespoon 2.22 Teaspoons metric 3/4 (0. But other cooking measurements are more difficult like half of 3/4 of a cup.When your recipe calls for 3/4 cup and you want to to divide it in half to make less servings, it may not be easy to do this your measuring cup. The same is true of measuring chopped ingredients (1 Cup Nuts, Chopped means chop the nuts after measuring.) Getting half of one cup is easy, it’s just 1/2 cup. “1 Cup Sifted Flour” means to add one cup of flour that was measured from already sifted flour. “1 Cup Flour, Sifted” means to sift the flour after measuring it. “1 Cup Flour, Sifted” is not the same as “1 Cup Sifted Flour.” When sifting you change the volume of the ingredients. 41, Agricultural Research Service, United States Department of Agriculture, Washington, DC, 1977. Davis: Average weight of a measured cup of various foods. * The only way to be accurate with flour is to weigh the flour over and over in the same manner that you measure volume and take an average. Approximate weight-volume equivalents of basic cake ingredients Volume ![]() ![]() ![]() We’re always looking to give our customers the edge, which is why many of our men’s basketball shoes, like the TRC Blaze Triple Sneakers, are constructed from CMEVA, a compression-moulded EVA material that ensures lightweight performance. 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