Do batch size and the number of epochs affect the parameter performance?
I'm doing research on deep learning for my graduation project. I'm currently learning about batch size and epochs. I'm finally able to tell them apart but there is a question that I'm not able to find a clear solution for.
Q: Do "the batch size" and "the number of epochs" affect the parameter performance? if yes, how?
Note: parameter here means the factors/characteristics of the dataset.
From many articles I read, I concluded the answer for the batch size, but I'm not so sure about it.
For a batch size the parameter performance is not affected, because the batch size affects the quantity rather than the quality. (the larger the value of the batch size, the faster the training a model becomes. )
is this right?
your help would be highly appreciated.
machine-learning deep-learning computer-vision
asked Jan 18 at 17:42
wwwwww
13
add a comment |
I'm doing research on deep learning for my graduation project. I'm currently learning about batch size and epochs. I'm finally able to tell them apart but there is a question that I'm not able to find a clear solution for.
Q: Do "the batch size" and "the number of epochs" affect the parameter performance? if yes, how?
Note: parameter here means the factors/characteristics of the dataset.
From many articles I read, I concluded the answer for the batch size, but I'm not so sure about it.
For a batch size the parameter performance is not affected, because the batch size affects the quantity rather than the quality. (the larger the value of the batch size, the faster the training a model becomes. )
is this right?
your help would be highly appreciated.
machine-learning deep-learning computer-vision
asked Jan 18 at 17:42
wwwwww
13
2
What is "parameter performance" in this context?
– Prune
Jan 18 at 17:44
1
Welcome to StackOverflow. Please read and follow the posting guidelines in the help documentation, as suggested when you created this account. On topic, how to ask, and ... the perfect question apply here. StackOverflow is not a design, coding, research, or tutorial resource. We'll want you to show your progress and narrow your question to something specific.
– Prune
Jan 18 at 17:45
2
"Can Someone Help Me?" is not a valid SO question. This usually suggests that what you need is time with a local tutor or walk through a tutorial, rather than Stack Overflow.
– Prune
Jan 18 at 17:45
You still sound confused re what exactly this 'parameter performance' is; this thread contains possibly useful info: How to calculate optimal batch size
– desertnaut
Jan 19 at 0:22
add a comment |
I'm doing research on deep learning for my graduation project. I'm currently learning about batch size and epochs. I'm finally able to tell them apart but there is a question that I'm not able to find a clear solution for.
Q: Do "the batch size" and "the number of epochs" affect the parameter performance? if yes, how?
Note: parameter here means the factors/characteristics of the dataset.
From many articles I read, I concluded the answer for the batch size, but I'm not so sure about it.
For a batch size the parameter performance is not affected, because the batch size affects the quantity rather than the quality. (the larger the value of the batch size, the faster the training a model becomes. )
is this right?
your help would be highly appreciated.
machine-learning deep-learning computer-vision
asked Jan 18 at 17:42
wwwwww
13
I'm doing research on deep learning for my graduation project. I'm currently learning about batch size and epochs. I'm finally able to tell them apart but there is a question that I'm not able to find a clear solution for.
Q: Do "the batch size" and "the number of epochs" affect the parameter performance? if yes, how?
Note: parameter here means the factors/characteristics of the dataset.
From many articles I read, I concluded the answer for the batch size, but I'm not so sure about it.
For a batch size the parameter performance is not affected, because the batch size affects the quantity rather than the quality. (the larger the value of the batch size, the faster the training a model becomes. )
is this right?
your help would be highly appreciated.
machine-learning deep-learning computer-vision
machine-learning deep-learning computer-vision
asked Jan 18 at 17:42
wwwwww
13
asked Jan 18 at 17:42
wwwwww
13
edited Jan 18 at 21:03
www
asked Jan 18 at 17:42
wwwwww
13
asked Jan 18 at 17:42
wwwwww
13
asked Jan 18 at 17:42
wwwwww
13
13
2
What is "parameter performance" in this context?
– Prune
Jan 18 at 17:44
1
Welcome to StackOverflow. Please read and follow the posting guidelines in the help documentation, as suggested when you created this account. On topic, how to ask, and ... the perfect question apply here. StackOverflow is not a design, coding, research, or tutorial resource. We'll want you to show your progress and narrow your question to something specific.
– Prune
Jan 18 at 17:45
2
"Can Someone Help Me?" is not a valid SO question. This usually suggests that what you need is time with a local tutor or walk through a tutorial, rather than Stack Overflow.
– Prune
Jan 18 at 17:45
You still sound confused re what exactly this 'parameter performance' is; this thread contains possibly useful info: How to calculate optimal batch size
– desertnaut
Jan 19 at 0:22
add a comment |
2
What is "parameter performance" in this context?
– Prune
Jan 18 at 17:44
1
Welcome to StackOverflow. Please read and follow the posting guidelines in the help documentation, as suggested when you created this account. On topic, how to ask, and ... the perfect question apply here. StackOverflow is not a design, coding, research, or tutorial resource. We'll want you to show your progress and narrow your question to something specific.
– Prune
Jan 18 at 17:45
2
"Can Someone Help Me?" is not a valid SO question. This usually suggests that what you need is time with a local tutor or walk through a tutorial, rather than Stack Overflow.
– Prune
Jan 18 at 17:45
You still sound confused re what exactly this 'parameter performance' is; this thread contains possibly useful info: How to calculate optimal batch size
– desertnaut
Jan 19 at 0:22
2
2
What is "parameter performance" in this context?
– Prune
Jan 18 at 17:44
What is "parameter performance" in this context?
– Prune
Jan 18 at 17:44
1
1
Welcome to StackOverflow. Please read and follow the posting guidelines in the help documentation, as suggested when you created this account. On topic, how to ask, and ... the perfect question apply here. StackOverflow is not a design, coding, research, or tutorial resource. We'll want you to show your progress and narrow your question to something specific.
– Prune
Jan 18 at 17:45
Welcome to StackOverflow. Please read and follow the posting guidelines in the help documentation, as suggested when you created this account. On topic, how to ask, and ... the perfect question apply here. StackOverflow is not a design, coding, research, or tutorial resource. We'll want you to show your progress and narrow your question to something specific.
– Prune
Jan 18 at 17:45
2
2
"Can Someone Help Me?" is not a valid SO question. This usually suggests that what you need is time with a local tutor or walk through a tutorial, rather than Stack Overflow.
– Prune
Jan 18 at 17:45
"Can Someone Help Me?" is not a valid SO question. This usually suggests that what you need is time with a local tutor or walk through a tutorial, rather than Stack Overflow.
– Prune
Jan 18 at 17:45
You still sound confused re what exactly this 'parameter performance' is; this thread contains possibly useful info: How to calculate optimal batch size
– desertnaut
Jan 19 at 0:22
You still sound confused re what exactly this 'parameter performance' is; this thread contains possibly useful info: How to calculate optimal batch size
– desertnaut
Jan 19 at 0:22
add a comment |
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2
What is "parameter performance" in this context?
– Prune
Jan 18 at 17:44
1
Welcome to StackOverflow. Please read and follow the posting guidelines in the help documentation, as suggested when you created this account. On topic, how to ask, and ... the perfect question apply here. StackOverflow is not a design, coding, research, or tutorial resource. We'll want you to show your progress and narrow your question to something specific.
– Prune
Jan 18 at 17:45
2
"Can Someone Help Me?" is not a valid SO question. This usually suggests that what you need is time with a local tutor or walk through a tutorial, rather than Stack Overflow.
– Prune
Jan 18 at 17:45
You still sound confused re what exactly this 'parameter performance' is; this thread contains possibly useful info: How to calculate optimal batch size
– desertnaut
Jan 19 at 0:22