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Commit 206d300

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Update data_science_interviews.md
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‎data_science_interviews.md

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@@ -112,3 +112,35 @@ What are the different metrics used in regression analysis? Which metric should
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How do you build a testing pipeline for a data science model? [https://www.kdnuggets.com/2020/08/unit-test-data-pipeline-thank-yourself-later.html]
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How does Iterators and generators work in Python ?
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What does Python constructors do and how are they useful ?
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Explain what Map function does in Python ?
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How do you flatten an image(matrix) in a deep learning architecture ?
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Difference between semantic segmentation and instance segmentation ?
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Which are the different types of pooling operations - what is the visual effect of applying a max pooling operation and average pooling operation on an image ?
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What is the math behind convolution operation – what will be the size of a particular image (128*128) after convolution operation with a 3*3 kernel ?
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what will be the size of a particular image (128*128) after convolution operation for a 3*3 image after applying 1*1 kernel ?
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What is the Loss function and optimization function of region proposal network ?
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What is Image down sampling – why do we do down sampling ?
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Python coding: Solve the following using a for loop, by defining a function and put in inside a class
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`#Input : a =[1,2,3] `
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`#Output : ["hello1","hello2","hello3"]`
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Tradeoff between YOLO and FasterRCNN in terms of speed and accuracy ?
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What are feature maps and how are they obtained ?
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