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python programming

Greetings,

Would you be able to design:

a) A system (neural network) to detect and extract Fetal ECG (FECG) from (pregnant mother's) abdominal mixed signal.

And Then

b) A system that can predict the fetal status (normal or abnormal) condition, for a given database.

Note: The platform should be python (jupyter notebook).

Objectives:

1. The FECG extraction can be done via ICA algorithm [either JADE-ICA or FastICA] (a type of BSS).

2. The FECGSYN Database should be taken from [login to view URL] This database is in WFDB format, the following link can be used to have it work in python environment: [login to view URL]

3. The system should predict normal or abnormal fetal conditions from the FECG (after extraction) based on FQRS complex.

Graphs needed:

1. Abdominal mixed signal should be displayed before extraction.

2. FECG should be displayed after extraction.

3. Neural network (or deep learning) deployment that can read all database AFTER extraction (in training phase) and then predict the fetal condition (normal or abnormal) on the testing database. The graph should have points that says its normal or abnormal otherwise.

Reference material:

The reference paper of the database is attached. It also includes information about the FQRS complex, how FECG extraction can be done? .

Regards.

Evner: Python, Software Arkitektur, Machine Learning (ML), C programmering, Java

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Om arbejdsgiveren:
( 0 bedømmelser ) Lagos, Nigeria

Projekt ID: #29931328

3 freelancere byder i gennemsnit $204 timen for dette job

gradientsolution

Hi I am a data scientist having 9 years of experience in this field. I have developed numerous applications in machine learning deep learning and computer vision. I can complete your task efficiently. I have worked on Flere

$111 USD in 2 dage
(3 bedømmelser)
2.7
mtkn

Feel free to knock me.

$250 USD in 7 dage
(2 bedømmelser)
1.6
unit45host

Hi, there. I can implement your task using Scikit-learn. What accuracy do you need for that classification task? Let's discuss it more. Best regards, Zoltan

$250 USD in 3 dage
(1 bedømmelse)
0.8