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Home » Length: \(4w = 36\). - Imagemakers

Length: \(4w = 36\). - Imagemakers

📅 April 29, 2026 👤 scraface

Apr 29, 2026

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📌 2Lena, a data scientist, is analyzing a dataset containing 1,200 entries. She finds that 35% of the data is missing from the age column, and 20% of the missing entries are irreversibly corrupted. How many usable age entries remain for her analysis?

📌 Total = 0.01 + 0.00458 = <<0.01+0.00458=0.01458>>0.01458 GB.

📌 But often GPUs use float32 (4 B) per value; reconsider with modern assumption: each pixel as 4-byte float.

📌 A tech startup spends $120,000 on marketing and gains 15,000 new users. For every 100 users acquired, they generate $85 in revenue. They also have a fixed platform cost of $20,000. What is their net profit?

📌 Total costs: marketing ($120,000) + platform ($20,000) = <<120000+20000=140000>>140,000.

📌 In a simulated neural network, the activation function outputs values on a scale from 0 to 2. If the average activation across 500 neurons is 1.6, and one neuron outputs 0.4, what is the new average after removing this neuron?

📌 A dataset has 8,000 images. A data preprocessing pipeline increases file size by 15% due to augmentation. If original average size is 2.4 MB per image, what is the total size of the augmented dataset in gigabytes?

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Calculate the discriminant:
\[ b^2 - 4ac = (-4)^2 - 4(2)(-6) \]
\[ b^2 - 4ac = 16 + 48 \]
\[ b^2 - 4ac = 64 \]
\[ x = rac{-(-4) \pm \sqrt{64}}{2(2)} \]
\[ x = rac{4 \pm 8}{4} \]
Calculate the two solutions:
\( x = rac{4 + 8}{4} = rac{12}{4} = 3 \)
\( x = rac{4 - 8}{4} = rac{-4}{4} = -1 \)
The solutions are \( x = 3 \) and \( x = -1 \).

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