Equipment Failure Prediction Using Sensor Data

W Toku Opublikowano 2 tygodni/e temu Płatność przy odbiorze
W Toku Płatność przy odbiorze

I have 3 years of sensor data from my equipment, specifically temperature and vibration readings, that I need help with. There are around 18 parameters in total, and all relevant parameters are to be considered not just the above [login to view URL] goal of the project is to predict equipment failure and estimate the time until the next failure.

Key tasks include:

- Data Preparation: This involves cleaning the data and splitting it for training and testing purposes.

- Model Development: You'll need to select appropriate algorithms, train and evaluate them, and tune the models for optimal performance.

- Deployment: The final model needs to be deployed on AWS SageMaker.

The data is currently housed in an SQL database and you would be required to access it directly.

In terms of performance, I'm aiming for a balanced performance rather than high accuracy or speed. This means the model should perform well across different metrics, without overly focusing on one at the expense of others.

Ideal skills for this project include:

- Proficiency in data cleaning and preparation

- Experience with machine learning and algorithm selection

- Familiarity with AWS SageMaker

- Ability to work with SQL databases

- Understanding of the importance of balanced performance in model evaluation.

Machine Learning (ML) Python Data Analytics AWS SageMaker

Numer ID Projektu: #39038555

O projekcie

24 ofert Zdalny projekt Aktywny 2 tygodni/e temu

Przyznany użytkownikowi:

freelancevijaydw

With over two decades in engineering and data science, I have successfully managed and executed complex projects that specifically dealt with data analysis, optimization, and prediction, which makes me a perfect fit fo Więcej

₹60000 INR w ciągu 7 dni
(0 ocen)
0.0

24 freelancerów złożyło ofertę za ₹62553 w tym projekcie

sajjadtaghvaeifr

Hello, I trust you're doing well. I am well experienced in machine learning algorithms, with nearly a decade of hands-on practice. My expertise lies in developing various artificial intelligence algorithms, including Więcej

₹65000 INR w ciągu 7 dni
(52 Oceny)
7.0
nrajuu07

I’m excited to submit my proposal for your project focused on predicting equipment failure and estimating the time until the next failure using your sensor data. With experience in data preparation, machine learning, a Więcej

₹50000 INR w ciągu 7 dni
(101 Oceny)
6.1
kazemmojtama

Hello, good time Hope you are doing well I'm expert in MATLAB/Simulink, Python, HTML5, CSS3, Java, JavaScript and C/C#/C++ programming and by strong mathematical and statistical background, have good flexibility for s Więcej

₹75000 INR w ciągu 7 dni
(11 Oceny)
5.7
mubeenm5026

With Web Exaltia, you're not just getting me, Mubeen Khan, but a whole team of experienced professionals eager to tackle your "Equipment Failure Prediction" project head-on. Equipped with a solid background in data cle Więcej

₹56250 INR w ciągu 7 dni
(3 Oceny)
5.2
chrisvwn

I am a data scientist with experience building machine learning models as per the client's request. I can build you a model that is resilient to missing data that can predict the time to failure for the equipment. This Więcej

₹56250 INR w ciągu 7 dni
(17 Oceny)
5.5
MQamar123

With your equipment failure prediction project, my extensive experience in data analysis and Python programming make me well-equipped to tackle the complex task at hand. Over the course of 7 years, I've honed my skills Więcej

₹37500 INR w ciągu 7 dni
(23 Oceny)
6.0
coding39

i have 13 years Experience in same required Skills, We already did kind of project many times, We provide support for over 150 technologies worldwide, ensuring comprehensive solutions for our clients. Our global rea Więcej

₹56250 INR w ciągu 7 dni
(5 Oceny)
2.7
shreyashmethi

Hi, I have 4 years of experience in developing AI/ML models. I have developed various similar models using the available data to predict future failure, I can assure you a good accuracy on the results as well. Messag Więcej

₹60000 INR w ciągu 7 dni
(1 Ocena)
2.6
brahimglata

Hello Sir/Madam, I am a highly experienced and skilled Computer engineer. I have 14 years of experience in the Navy as a network and information security officer. Also, I have experience as a freelancer. I have Mast Więcej

₹50000 INR w ciągu 14 dni
(3 Oceny)
2.8
Bha241

I have done a similar project where I have predicted the material properties based on composition of material. Data was experimentally collect. The whole purpose of the project was to eliminate the expensive and time c Więcej

₹56250 INR w ciągu 10 dni
(1 Ocena)
1.0
Debayan1024

Hello there, Went through the details of your project. So you need a Education platform. Well we have worked on full stack sensor failure prediction. We have expertise in working in ML models and computer vision. We Więcej

₹56250 INR w ciągu 7 dni
(0 Oceny)
0.0
anushka792

Hi there, I have worked on Machine learning projects that includes prediction, image analysis and text extraction as well. Publishes a research paper on "Efficient machine learning model for flood predictions" on sprin Więcej

₹56250 INR w ciągu 7 dni
(0 Oceny)
0.0
MahmoodJaved29

Hi! You’re looking to predict equipment failure and estimate the time until the next failure using sensor data. Could you share more about the size of the dataset and any prior insights into failure patterns? Do you Więcej

₹60000 INR w ciągu 10 dni
(0 Oceny)
0.0
mahaluck1

I have worked on the end to end data management modules including but not limited to Data Extraction, Transformation and Loading(ETL) and interacted with different sources of data from flat files to relational database Więcej

₹37500 INR w ciągu 7 dni
(0 Oceny)
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bizvivo

Greetings, With a robust background in statistics and data science, complemented by a prolific academic writing portfolio, I am well-equipped to tackle complex data-driven challenges. My expertise is rooted in the succ Więcej

₹150000 INR w ciągu 7 dni
(0 Oceny)
0.0
DQ66

With my passion for analytics and a strong background in data-intensive research and practical applications of Python, I'm confident that I can assist you with your equipment failure prediction project. Regardless of t Więcej

₹56250 INR w ciągu 7 dni
(0 Oceny)
0.0
pelayofb

I am excited to submit my proposal for your predictive maintenance project. With extensive experience in machine learning, anomaly detection, and time series prediction, I am confident in delivering a robust model that Więcej

₹75000 INR w ciągu 21 dni
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