Why machine learning requires GPUs?
Hey there this is Sci Tech Revel..
Before heading You may want to know more about GPUs.
If you are done with it I'll try to tell you in brief that why Machine Learning or Deep Learning Require GPUs for better performance.
Actually the process is motivated by process of real learning which uses synapses to store data on human brain and think.
Similarly machine's brain uses processor links to store data processing algorithm.When a machine learning enabled program is loaded on the system then programs loads neural network on the processor to think rationally.
So when whole complex neural network is loaded it will require a number of cores to process data on the neural network. A CPU possess a small no. of cores to load neural network effectively, but a GPU will have many cores to use thus neural networks are loaded effectively on the GPU so effective data processing is possible.
Thus GPU is required by a machine learning program to work effectively.
Before heading You may want to know more about GPUs.
If you are done with it I'll try to tell you in brief that why Machine Learning or Deep Learning Require GPUs for better performance.
Actually the process is motivated by process of real learning which uses synapses to store data on human brain and think.
Similarly machine's brain uses processor links to store data processing algorithm.When a machine learning enabled program is loaded on the system then programs loads neural network on the processor to think rationally.
So when whole complex neural network is loaded it will require a number of cores to process data on the neural network. A CPU possess a small no. of cores to load neural network effectively, but a GPU will have many cores to use thus neural networks are loaded effectively on the GPU so effective data processing is possible.
Thus GPU is required by a machine learning program to work effectively.
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