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Questions and Answers
What type of neural network architecture is used in the example provided?
Convolutional Neural Network (CNN)
What dataset is used in the example for image classification?
Fashion MNIST
How many classes are there in the Fashion MNIST dataset?
10
What is the size of each image in the Fashion MNIST dataset?
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What is the purpose of Fashion-MNIST dataset according to Zalando?
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How many examples are there in the training set of the Fashion MNIST dataset?
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What type of layer is used for classification in the example's CNN architecture?
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What is the major difference between mitosis and meiosis in terms of the number of daughter cells produced?
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Explain the difference in ploidy level of daughter cells produced in mitosis and meiosis.
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How many rounds of cell division are involved in meiosis as compared to mitosis?
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In which type of cells does mitosis occur, and in which type of cells does meiosis exclusively occur?
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What is the primary purpose of mitosis in lower organisms?
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How do the stages of meiosis I and meiosis II differ from the stages of mitosis?
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What is the genetic similarity between daughter cells produced by mitosis?
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Explain the role of meiosis in sexual reproduction.
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Describe the difference in the length and sub-stages of prophase between meiosis I and mitosis.
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How do the genetic characteristics of daughter cells produced by meiosis differ from those produced by mitosis?
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What is the difference between the genetic characteristics of daughter cells produced by mitosis and meiosis?
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How do the stages of meiosis I and meiosis II differ from the stages of mitosis?
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In terms of the number of daughter cells produced, what is the major difference between mitosis and meiosis?
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Explain the difference in ploidy level of daughter cells produced in mitosis and meiosis.
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What is the role of meiosis in sexual reproduction?
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Why is mitosis used as a mode of asexual reproduction in lower organisms?
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How many rounds of cell division are involved in meiosis as compared to mitosis?
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What type of cells does mitosis occur in, and in which type of cells does meiosis exclusively occur?
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How does the length and number of sub-stages in prophase differ between meiosis I and mitosis?
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What are the ploidy levels of the daughter cells produced by mitosis and meiosis?
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Study Notes
Neural Networks and Fashion MNIST
- A CNN (Convolutional Neural Network) architecture is used in the example for image classification.
- The Fashion MNIST dataset is used for image classification.
- There are 10 classes in the Fashion MNIST dataset.
- Each image in the Fashion MNIST dataset is 28x28 pixels in size.
- According to Zalando, the purpose of the Fashion-MNIST dataset is to serve as a replacement for the MNIST dataset.
- There are 60,000 examples in the training set of the Fashion MNIST dataset.
- A fully connected layer is used for classification in the example's CNN architecture.
Mitosis and Meiosis
- Mitosis produces 2 daughter cells, while meiosis produces 4 daughter cells.
- In mitosis, the ploidy level of daughter cells remains the same as the parent cell, whereas in meiosis, the ploidy level of daughter cells is halved.
- Meiosis involves 2 rounds of cell division, whereas mitosis involves only 1 round.
- Mitosis occurs in somatic cells, while meiosis exclusively occurs in gamete-producing cells (germ cells).
- The primary purpose of mitosis in lower organisms is to produce more individuals.
- The stages of meiosis I and meiosis II differ from the stages of mitosis in terms of the presence of crossing over and the separation of homologous chromosomes.
- Daughter cells produced by mitosis are genetically identical, whereas daughter cells produced by meiosis are genetically diverse.
- Meiosis plays a crucial role in sexual reproduction by increasing genetic diversity.
- Prophase in meiosis I is longer and has more sub-stages than in mitosis.
- Daughter cells produced by meiosis are haploid, whereas daughter cells produced by mitosis are diploid.
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Description
Learn how to implement a Convolutional Neural Network (CNN) in MATLAB using the Fashion MNIST dataset. Explore modifying architecture, hyperparameters, and settings for your own classification task. Deep Learning Toolbox in MATLAB is required to run this code.
