Predicting Wave Trends of Candelestick Charts in Tensorflow (JS)
1
$begingroup$
I'm relatively new to ML but my goal it to use Tensorflow.js and build a ML model that can help me detect a certain wave formation for an automated trading system. Examples of the 3-leg pattern I am trying to identify:
I've been studying ML concepts but I still can't wrap my head around how to start writing actual code in tensorflow.js in relation to this problem, what would be the logical steps to create this model? Can someone point me in the right direction, perhaps even show some untested code that might help me understand how to go about this problem.
neural-network tensorflow lstm forecast
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parliamentparliament
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add a comment |
1
$begingroup$
I'm relatively new to ML but my goal it to use Tensorflow.js and build a ML model that can help me detect a certain wave formation for an automated trading system. Examples of the 3-leg pattern I am trying to identify:
I've been studying ML concepts but I still can't wrap my head around how to start writing actual code in tensorflow.js in relation to this problem, what would be the logical steps to create this model? Can someone point me in the right direction, perhaps even show some untested code that might help me understand how to go about this problem.
neural-network tensorflow lstm forecast
asked yesterday
parliamentparliament
85
New contributor
parliament is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
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There is a lot going on with the graphs that you have included, which aspects of the chart are you trying to predict? (black line, pink line, both pink lines?)
$endgroup$
– Ethan
yesterday
$begingroup$
The black lines indicating a 3 leg pattern is was I am trying to identify. I currently have coded logic that can identify it based on (Bill Williams) fractals and refined with other methods like checking for sufficient retracements of the 2nd leg, however due to the high degree variation of these patterns I think it may be a better task for ML, just not sure how to do it.
$endgroup$
– parliament
12 hours ago
$begingroup$
Welcome to the site! Can you share a little more about what your source data is going to look like? Those charts can be created with any number of data sets and it really won't be possible to help you unless we know that the source data is like.
$endgroup$
– I_Play_With_Data
11 hours ago
$begingroup$
Follow-up, have you ever worked with Tensorflow or writing LSTM network architecture before?
$endgroup$
– Ethan
8 hours ago
$begingroup$
@I_Play_With_Data The source data is standard candlesticks with timestamp, volume, and asset prices for open, high, low, and close.
$endgroup$
– parliament
8 hours ago
add a comment |
1
1
1
$begingroup$
I'm relatively new to ML but my goal it to use Tensorflow.js and build a ML model that can help me detect a certain wave formation for an automated trading system. Examples of the 3-leg pattern I am trying to identify:
I've been studying ML concepts but I still can't wrap my head around how to start writing actual code in tensorflow.js in relation to this problem, what would be the logical steps to create this model? Can someone point me in the right direction, perhaps even show some untested code that might help me understand how to go about this problem.
neural-network tensorflow lstm forecast
asked yesterday
parliamentparliament
85
New contributor
parliament is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
$endgroup$
I'm relatively new to ML but my goal it to use Tensorflow.js and build a ML model that can help me detect a certain wave formation for an automated trading system. Examples of the 3-leg pattern I am trying to identify:
I've been studying ML concepts but I still can't wrap my head around how to start writing actual code in tensorflow.js in relation to this problem, what would be the logical steps to create this model? Can someone point me in the right direction, perhaps even show some untested code that might help me understand how to go about this problem.
neural-network tensorflow lstm forecast
neural-network tensorflow lstm forecast
asked yesterday
parliamentparliament
85
New contributor
parliament is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
asked yesterday
parliamentparliament
85
New contributor
parliament is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
edited 12 hours ago
parliament
asked yesterday
parliamentparliament
85
New contributor
parliament is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
asked yesterday
parliamentparliament
85
asked yesterday
parliamentparliament
85
85
New contributor
parliament is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
New contributor
parliament is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
parliament is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
$begingroup$
There is a lot going on with the graphs that you have included, which aspects of the chart are you trying to predict? (black line, pink line, both pink lines?)
$endgroup$
– Ethan
yesterday
$begingroup$
The black lines indicating a 3 leg pattern is was I am trying to identify. I currently have coded logic that can identify it based on (Bill Williams) fractals and refined with other methods like checking for sufficient retracements of the 2nd leg, however due to the high degree variation of these patterns I think it may be a better task for ML, just not sure how to do it.
$endgroup$
– parliament
12 hours ago
$begingroup$
Welcome to the site! Can you share a little more about what your source data is going to look like? Those charts can be created with any number of data sets and it really won't be possible to help you unless we know that the source data is like.
$endgroup$
– I_Play_With_Data
11 hours ago
$begingroup$
Follow-up, have you ever worked with Tensorflow or writing LSTM network architecture before?
$endgroup$
– Ethan
8 hours ago
$begingroup$
@I_Play_With_Data The source data is standard candlesticks with timestamp, volume, and asset prices for open, high, low, and close.
$endgroup$
– parliament
8 hours ago
add a comment |
$begingroup$
There is a lot going on with the graphs that you have included, which aspects of the chart are you trying to predict? (black line, pink line, both pink lines?)
$endgroup$
– Ethan
yesterday
$begingroup$
The black lines indicating a 3 leg pattern is was I am trying to identify. I currently have coded logic that can identify it based on (Bill Williams) fractals and refined with other methods like checking for sufficient retracements of the 2nd leg, however due to the high degree variation of these patterns I think it may be a better task for ML, just not sure how to do it.
$endgroup$
– parliament
12 hours ago
$begingroup$
Welcome to the site! Can you share a little more about what your source data is going to look like? Those charts can be created with any number of data sets and it really won't be possible to help you unless we know that the source data is like.
$endgroup$
– I_Play_With_Data
11 hours ago
$begingroup$
Follow-up, have you ever worked with Tensorflow or writing LSTM network architecture before?
$endgroup$
– Ethan
8 hours ago
$begingroup$
@I_Play_With_Data The source data is standard candlesticks with timestamp, volume, and asset prices for open, high, low, and close.
$endgroup$
– parliament
8 hours ago
$begingroup$
There is a lot going on with the graphs that you have included, which aspects of the chart are you trying to predict? (black line, pink line, both pink lines?)
$endgroup$
– Ethan
yesterday
$begingroup$
There is a lot going on with the graphs that you have included, which aspects of the chart are you trying to predict? (black line, pink line, both pink lines?)
$endgroup$
– Ethan
yesterday
$begingroup$
The black lines indicating a 3 leg pattern is was I am trying to identify. I currently have coded logic that can identify it based on (Bill Williams) fractals and refined with other methods like checking for sufficient retracements of the 2nd leg, however due to the high degree variation of these patterns I think it may be a better task for ML, just not sure how to do it.
$endgroup$
– parliament
12 hours ago
$begingroup$
The black lines indicating a 3 leg pattern is was I am trying to identify. I currently have coded logic that can identify it based on (Bill Williams) fractals and refined with other methods like checking for sufficient retracements of the 2nd leg, however due to the high degree variation of these patterns I think it may be a better task for ML, just not sure how to do it.
$endgroup$
– parliament
12 hours ago
$begingroup$
Welcome to the site! Can you share a little more about what your source data is going to look like? Those charts can be created with any number of data sets and it really won't be possible to help you unless we know that the source data is like.
$endgroup$
– I_Play_With_Data
11 hours ago
$begingroup$
Welcome to the site! Can you share a little more about what your source data is going to look like? Those charts can be created with any number of data sets and it really won't be possible to help you unless we know that the source data is like.
$endgroup$
– I_Play_With_Data
11 hours ago
$begingroup$
Follow-up, have you ever worked with Tensorflow or writing LSTM network architecture before?
$endgroup$
– Ethan
8 hours ago
$begingroup$
Follow-up, have you ever worked with Tensorflow or writing LSTM network architecture before?
$endgroup$
– Ethan
8 hours ago
$begingroup$
@I_Play_With_Data The source data is standard candlesticks with timestamp, volume, and asset prices for open, high, low, and close.
$endgroup$
– parliament
8 hours ago
$begingroup$
@I_Play_With_Data The source data is standard candlesticks with timestamp, volume, and asset prices for open, high, low, and close.
$endgroup$
– parliament
8 hours ago
add a comment |
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$begingroup$
There is a lot going on with the graphs that you have included, which aspects of the chart are you trying to predict? (black line, pink line, both pink lines?)
$endgroup$
– Ethan
yesterday
$begingroup$
The black lines indicating a 3 leg pattern is was I am trying to identify. I currently have coded logic that can identify it based on (Bill Williams) fractals and refined with other methods like checking for sufficient retracements of the 2nd leg, however due to the high degree variation of these patterns I think it may be a better task for ML, just not sure how to do it.
$endgroup$
– parliament
12 hours ago
$begingroup$
Welcome to the site! Can you share a little more about what your source data is going to look like? Those charts can be created with any number of data sets and it really won't be possible to help you unless we know that the source data is like.
$endgroup$
– I_Play_With_Data
11 hours ago
$begingroup$
Follow-up, have you ever worked with Tensorflow or writing LSTM network architecture before?
$endgroup$
– Ethan
8 hours ago
$begingroup$
@I_Play_With_Data The source data is standard candlesticks with timestamp, volume, and asset prices for open, high, low, and close.
$endgroup$
– parliament
8 hours ago