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Equipment Failure Prediction Using Sensor Data
₹37500-75000 INR
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.
Numer ID Projektu: #39038555
O projekcie
Przyznany użytkownikowi:
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
24 freelancerów złożyło ofertę za ₹62553 w tym projekcie
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
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
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
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
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
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
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
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