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Alpha Omega symptoms assessment algorithm development project

$5000-10000 USD

Closed
Posted about 2 years ago

$5000-10000 USD

Paid on delivery
Alpha Omega is a medical company that produces products for treating Parkinson Disease (PD) patients. A PD patient suffers from movement disorder symptoms as: • Tremor (trembling) in hands, arms, legs, jaw, or head • Stiffness of the limbs and trunk • Slowness of movement • Impaired balance and coordination, sometimes leading to falls. One of our projects is to provide a capability to track those symptoms while the patient is at home. For that we use the movement sensor that is inside the patient’s smartphone which is called IMU – An Inertial Measurement Unit (IMU) is a device that can measure and report specific gravity and angular rate of an object to which it is attached. An IMU typically consists of: • Gyroscopes: providing a measure angular rate • Accelerometers: providing a measure specific force/acceleration Some of PD patients suffer from Dysarthria - hard to pronounce and blur voice. Sometimes their voice will become weaker and weaker as they speak. The idea is that the patient holds his smartphone and is required to do some tasks: • The angular rate and the acceleration are recorded and this data can be processed to detect the symptom’s severity. • Record patient voice when they are required to speak some simple words and number counting. • Continuous smartphone screen object(s) tapping and record the tapping interval. The project is to develop algorithms in Matlab or in Python which can identify the symptoms severity. • You will get 20 or so recorded IMU/voice/series interval data from patients for each of the above 4 symptoms . • You will also get the doctor’s assessment of the severity of each symptom. • You will get theoretical material which suggests the mathematical theory behind each symptom. • You will have to develop an algorithm that processes the data and identifies the symptom’s severity. The algorithm results should have high correlation with the doctor’s assessment (>80%). To do this project , you should have: • Good expertise in digital signal processing functions and theories e.g. filtering, FFT, power spectrum, correlation,,,. • Good expertise in audio analysis( volume, tone) • High expertise in Matlab or Python. • Good coding skills. • Machine learning expertise.
Project ID: 32966259

About the project

13 proposals
Remote project
Active 2 yrs ago

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13 freelancers are bidding on average $8,123 USD for this job
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Hi, I hope you are doing fine. I have almost 10 years of experience in machine learning algorithms. I can implement various types of artificial intelligence algorithms including yours with Matlab, Python and etc. I have PhD from Tohoku University and have several journal publications on the subjects. You can see portfolio for my previous projects. I read about your project and am interested in working with you. Please send me a message so that we can discuss more. Best regards.
$9,500 USD in 7 days
4.7 (75 reviews)
6.4
6.4
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Hi there, I have read the brief details on the job listing. You can check my experience, customer feed backs and my portfolio here: https://www.freelancer.com/u/AwaisChaudhry?w=f I believe its a doable job I have great experience doing projects with Algorithm Development. Please initiate the chat so we could discuss it in detail. Thanks! Awais
$10,000 USD in 75 days
5.0 (3 reviews)
4.8
4.8
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Hi I am a very experienced biostatistician, medical data scientist and developer. I have completed several PhD level thesis projects involving advanced statistical analysis of data. I have worked with data from several companies and have done projects involving high level quantitative analysis and data interpretation skills to study the trends, time behaviour and compare the variables in the data. I can do advanced level analysis in SPSS, R, PYTHON, WEKA, MATLAB, TABLEAU, POWER BI, and EXCEL tools like signal processing, machine learning, deep learning, AI, NLP, hypothesis testing, forecasting, T-test, ANOVA etc. Looking forward to discussion, Best Regards, Suyash
$10,000 USD in 7 days
4.4 (25 reviews)
5.6
5.6
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Hello Nabeel S., We would like to grab this opportunity and will work till you get 100% satisfied with our work. We are an expert team which have many years of experience on Matlab and Mathematica Please come over chat and discuss your requirement in a detailed way. Thank You
$7,600 USD in 7 days
5.0 (2 reviews)
3.2
3.2
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As a skilled and outstanding algorithm developer, I bid on your project because I have the expertise and experience to deliver superior quality work. I guarantee you constant updates in the project as a way of ensuring the project meets your expectations. Please respond to the bid so that we can discuss the project exhaustively. Thank you in advance. I wish you Good luck in your project.
$7,500 USD in 30 days
3.2 (13 reviews)
4.7
4.7
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Hii Nabeel, I have read your requirements and I am glad to inform you that I have strong experience in this field and have worked on many similar projects before. Let's have a Quick Chat to discuss your Project EXPERTISE: Python Django - Flask web development, ChatBot, Image classification-Processing, Sentimental analysis, Artificial Intelligence, Machine Learning, Computer Vision, Object Detection, Object Tracking, Image Processing. Data Science, Data Analytics, Natural Language Processing (NLP), Optical Character Recognition. Looking forward to your earliest reply. Thank you. Virang Patel Bid Amount is just a placeholder, I will share the best timeline and cost once we both will be on the same page
$7,500 USD in 7 days
5.0 (3 reviews)
3.0
3.0
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Hello! Very interesting project. I’d like to test my own ML algorithm on your data. My current algorithm provide faster and more accurate performance than state of the art LSTM networks when the dataset is very small as it seems in your case. My model also has the possibility to explain the inference made by the classifier (white box approach). So, leave me a message on the chat to start sharing your data and my models.
$8,500 USD in 7 days
4.7 (2 reviews)
2.9
2.9
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Hello Apha team, Based on the given scope our techical team would like to give you the following approach. Please check it and let me know suitiable time for the call/chat. Understanding : We want to develop healthcare application using Python, Machine learning and IMU hardware device. We want to continuously analyse our patients health records which we get it from IMU and need to alert user about symptom’s severity. Also, we want to integrate Voice recording with Speech to Text. We are having good experience in Machine learning. Also, we worked on health care applications (both mobile & web apps). We can use TensorFlow to train our model with existing medical record data. Then our model detect symptom’s severity and keep learning from further input records. So we can alert user and save them. We will use below mentioned python libraries, TensorFlow PyTorch OpenCV Pandas Numpy Matplotlib Scipy Scikit-learn Keras PyTorch Note: The bid which we made is place holder so based on the initial call we can give you the exact time line and cost. Thanks Shree Colan.
$5,000 USD in 22 days
0.0 (0 reviews)
0.0
0.0

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Flag of ISRAEL
Nazareth, Israel
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Member since Oct 8, 2020

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