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Write down the difference in between Deep and Machine Learning?
Question Posted on 20 Nov 2023

Home >> Important Topics >> EMC >> Write down the difference in between Deep and Machine Learning?

Write down the difference in between Deep and Machine Learning?
Below are the most common difference in between Deep learning and Machine Learning:-
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Base of DifferenceDeep LearningMachine Learning
Data DependencyWhen we say about the Deep Learning here we comparatively need large amount of data is needed. And increase in data will also increase the performance.When we say about the Machine Learning we need sufficient amount of data which can build a good model. And if data goes on up level will not improve th performance.
Hardware DependencyHere when we say about the hardware requirment here we need High-end machine.Here in machine learning we can also work on small end machine.
Approach usedWhen we say about the approach used in Deep learning here problem are solved in one go by using several layers of neurons.Here when we say about the approach, here we will subdivide the large problem into several small tasks and in the end, are combined to build the ML model.
Time Need for ExecutionWhen we say about the Deep Learning we need more time for execution because a number of neurons use different-2 parameters to build a model.When we say about the Machine leaning here Comparatively, less execution time is needed in the case of ML.
FeaturizationHere in Deep Learning we learns from the data itself and does not need external intervention.Well in Machine learning, external intervention is necessary to provide the right input.
InterpretationHere in Deep Learning it is hard to interpret the process of solving the problem. Because several neurons collectively solve the problem. When we say about the Machine Learning it is easy to interpret the process in machine larning model. And it has logical reasoning behind it.


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