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ML Engineer for Electricity Efficiency Analysis

$30-250 USD

Færdiggjort
Slået op 28 dage siden

$30-250 USD

Betales ved levering
I'm in need of a skilled Machine Learning Engineer who can develop modules to help analyze the real-time electricity consumption for a variety of devices in our system. Backend: Key Points: - Devices to be analyzed include air conditioners, lights, and simple motors and other simple devices. - The analysis should cover both the collective consumption of groups of devices and the individual consumption patterns of each device. Ideal Experience: - Strong background in Machine Learning, ideally with experience in real-time data analysis. - Previous work in energy consumption analysis or similar fields would be a huge plus. - Proven track record in developing ML models for group and individual level analysis. The ML analysis we are looking for includes: - Identifying energy usage patterns to help us understand consumption trends. - Implementing anomaly detection techniques to flag any irregular or unexpected behavior in our system. - Providing actionable recommendations for energy optimization based on the patterns and anomalies identified. Details about the data: I want to have 3 tables: Real time data table: The data will be captured directly from sensors at the form of columns, for example, Device 1, device 2 , device 3, and rows are time captured at growing rate of 1s. the value of the row is the energy consumed of that device at that exact second. This will be a large table. Hourly Data Table: Aggregate data hourly to feed into the anomaly detection model, stored in the 'Hourly' table, to identify significant deviations. Daily Data Table: Summarize daily data for use with the SARIMA model, aiding in long-term consumption predictions and trends analysis. All the tables are fed from the main large table (secondly rate table - real time table). Details about the models: ML Model Development: Anomaly Detection Model: Develop a model using Random Forest algorithms to detect unusual patterns in energy usage. SARIMA Forecasting Model: Implement SARIMA models to forecast daily energy requirements, considering seasonal variations. Database: A cloud SQL real time database is preferred. Front end: After analyzing the data, I want to display the results to the user in Flutter with a very simple UI. I want to display: - Total energy consumption. - A graph for the total energy consumption by hour. - Energy consumed for each device. - Energy consumption compared to yesterday's. - Estimated energy consumption by end of the month. - Recommendations for energy optimization. If you have the right skills, experience, and a passion for developing innovative solutions in the energy sector, I would love to hear from you.
Projekt-ID: 38016963

Om projektet

21 forslag
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Aktiv 19 dage siden

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$0 USD på 1 dag
5,0 (3 anmeldelser)
2,9
2,9
21 freelancere byder i gennemsnit $203 USD på dette job
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Hi, I hope you are doing fine. I have PhD in mechanical engineering from Tohoku University of Japan. I have published 20 Journal papers and 16 international conference papers. I have a lot of experience in automotive, aerospace, biotechnology, computers, electronics, microelectromechanical systems, energy conversion, robotics and automation, and manufacturing. I am also expert in mechanical engineering softwares including Ansys, Fluent, Comsol, CATIA, Solidworks, Abaqus and Inventor. I'm interested in your project. Please send me a message so that we can discuss more. Best regards.
$250 USD på 7 dage
4,8 (146 anmeldelser)
7,8
7,8
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I am a skilled ML Engineer with expertise in real-time energy consumption analysis and ML model development. I have a strong background in energy consumption analysis and have successfully implemented anomaly detection techniques. With experience in developing SARIMA forecasting models, I am confident in providing actionable recommendations for energy optimization. If you are seeking innovative solutions in the energy sector, I am eager to collaborate.
$250 USD på 2 dage
5,0 (9 anmeldelser)
6,1
6,1
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Hello, How are you? I have 6+ years experience in Machine Learning, Deep Learning and NLP. I can assist you with this project and deliver it as soon as possible. Please leave a message through chat so that we can discuss the details of the project.
$140 USD på 15 dage
4,9 (27 anmeldelser)
5,9
5,9
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Hi , I'm sure that I can do this job. I'm artificial intelligence engineer experienced in Data Science, Machine/Deep Learning. I have accomplished many projects like yours, Also I will arrange with you to have a session to provide full illustration for you. Feel free to contact me for further details because I am looking forward working with you. Thanks
$140 USD på 7 dage
4,9 (32 anmeldelser)
5,4
5,4
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Asslamoalikum Dear Friend, I'm writing to propose my services for the development of ML modules for real-time electricity consumption analysis. With a strong background in Machine Learning and recent experience in similar projects, I am well-prepared to deliver actionable insights for your system. In my previous projects, I've developed an ML model for predicting power usage in smart homes, which optimized energy consumption and lowered costs. Another project involved anomaly detection in industrial power systems, identifying unusual usage patterns and potential issues. My approach includes: • Implementing a Random Forest-based anomaly detection model. • Developing a SARIMA forecasting model for daily energy predictions. • Structuring data tables for real-time, hourly, and daily data aggregation. • Creating a simple Flutter-based UI to visualize consumption patterns and provide recommendations. I'm confident that my experience and dedication will bring value to your project. Looking forward to the opportunity to work together. Best regards, Muhammad Asad Iqbal
$250 USD på 4 dage
4,5 (16 anmeldelser)
5,8
5,8
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Hello, Drawing from my expertise in Electrical Power Engineering and experience in data analysis and modeling, I am confident I would be the ideal fit for your electricity efficiency project. Not only do I offer strong machine learning skills to tackle the data analysis and anomaly detection tasks, but my proficiency with programming languages such as Python and MATLAB would be valuable in dealing with the large tables and implementing energy forecasting models. In addition, my deep understanding of building electrical systems and control algorithms allows me to grasp the unique challenges within energy consumption - which will inform actionable recommendations for energy optimization. Furthermore, I have previously worked with real-time data analysis, making me familiar with the intricacies and challenges involved. Looking forward to hearing from you!
$140 USD på 7 dage
4,9 (14 anmeldelser)
4,9
4,9
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Hi there
$160 USD på 5 dage
4,7 (5 anmeldelser)
4,8
4,8
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Hi, I have seen your your project details and I am the "BEST CANDIDATE" for this job "ML Engineer for Electricity Efficiency Analysis". I am Aisha Mujahid, an experienced professional offering comprehensive writing services tailored to elevate your brand and communications. I have a proven track record and a 99% satisfaction ratio from over 2500 clients, and I am eager to contribute to your project's success. I offer comprehensive services tailored to meet your diverse needs. My services are; Article & Blog Writing, Website Content, Book/eBook Writing, Product Descriptions, Presentations, Resume/CVs, Cover Letters, LinkedIn Profiles, Business Plans, Pitch Deck Presentations, Feasibility Reports, YouTube Scripts, White Papers, and Grant Writing. Let's collaborate to craft compelling narratives that leave a lasting impact. I look forward to enhancing your brand through the power of words.
$30 USD på 1 dag
5,0 (19 anmeldelser)
4,5
4,5
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I am damn sure that I can complete this project "ML Engineer for Electricity Efficiency Analysis" beyond your expectations and within your given time and budget. I am a specialized writer who has been providing professional writing services since 2017 and I have 800+ reviews with 4.8 ratings. In this industry, to produce 100% output the most important thing is the “CREATIVITY” because every time clients demand something “Unique, New & Better”. Since 2017, I have found myself highly creative and this is the main reason for my success because I have achieved the 99% client satisfaction ratio. I have mastered multiple writing skills such as; Investor Ready Business Plans, Pitch Deck Presentations, Financial Models, Feasibility Reports, ATS Resume/CV, Job-winning Cover Letters, Optimized LinkedIn Profiles, White Papers, Grants, Press Releases, Biographies, Speeches, Letters, Website Contents, Articles, Blogs, Book/eBooks, Product Descriptions, and Editing and Proofreading. Please click on the "Award" button to hire me. I am waiting for you, "Thank You"
$30 USD på 1 dag
5,0 (9 anmeldelser)
4,0
4,0
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To Whom It May Concern, I am writing to express my interest in your recommended job. With my extensive experience in the electrcal field, I am confident that I can make a valuable contribution to your team. I have a Bachelor's degree in Electrical Engineering and over 5 years of experience working on complex electrical designs. I have a strong background in designing, simulating and programming for systems. At my current company, I am responsible for designing and implementing products in the Aerospace field with high precision. I am excited about the opportunity to work with you and contribute my skills and experience to your projects. I am a quick learner and I am confident that my enthusiasm for work and my technical skills make me the ideal candidate for this position. Thank you for considering my application. I look forward to the opportunity to discuss my qualifications in more detail. Sincerely, Dung Tuan
$140 USD på 7 dage
5,0 (3 anmeldelser)
3,7
3,7
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ML Engineer for Electricity Efficiency Analysis My name is "Usama Safdar" and I am a Ph.D degree holder which means I am highly-capable to tackle this project "Content Editor " with 100 percent accuracy. I am a professional writer with over 6 years of experience in writing; Essays, Research Summaries, Thesis, Dissertation, Lab Reports and Case Studies. I always provide High-Quality Solutions within the shortest possible time with all instructions followed against very reasonable prices. I can manage works even with shortest deadlines like; "2500 words work in just 6 Hours" with very reasonable time. As a pro academic writer I am also familiar with all the referencing styles; such as APA, Harvard, OSCOLA, IEE, MLA etc. I always provide plagiarism-free solutions and as a prove I also provide "FREE Turnitin reports". For Samples, please visit my profile https://www.freelancer.com/u/SolutionMart Please message me to start the discussion. Thank You
$30 USD på 1 dag
4,9 (9 anmeldelser)
3,3
3,3
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With my passion for tech and my ability to devise ingenious solutions, I believe I'm the perfect fit for your exigent electricity consumption analysis project. Over the past 8 years, I've successfully channeled my technical expertise into web development, mobile applications, 3D projects, game development, and more specifically, machine learning. Drawing on my robust skill set in frameworks like React, Node.js, Django and Flask, I'll ensure a seamless integration between the data captured from real-time sensors onto your preferred cloud-based database. By creating well-engineered models using Random Forest Algorithm for anomaly detection and SARIMA for forecasting, I can extrapolate meaningful insights and flag any irregular behavior in your electricity network. Thank you
$250 USD på 7 dage
5,0 (1 bedømmelse)
2,4
2,4
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Hi there, I hope you are doing well! I am Dian from Indonesia but right now I am living in Madrid, once I read your description, I sure can contribute and deal with this job because this is my field. I am a Master student in Banking and Financial Regulation and I have experience becoming a secretary of principal in an International school in Bali for more than 4 years before I moved to Madrid, and several experiences as an assistant online. I had a deal with big Chinese factories to promote and make their website, and I also worked with a professional art artist from Australia to promote her Instagram. I am ready now and can start ASAP. I am also an expert and have great experience in Python, R language, lead generation, web search, web scraping, virtual assistant, product upload on e-commerce sites, Excel, PDF to Word/Excel conversion, data processing, data entry, etc. Please send me a message to discuss more. Thank you. Regards, Dian
$140 USD på 1 dag
5,0 (1 bedømmelse)
0,8
0,8
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Hello,Yousef A. I'm Cristina, a highly skilled 3D/CAD modeler and product designer with 4 years of industry expertise. Specializing in 3D modeling and drafting, I offer diverse services tailored to your requirements. I can wonderfuly complete your project with my main skills including Data Mining, Engineering, Machine Learning (ML), Electrical Engineering and Algorithm. Additionally, My Services include: 3D modeling for intricate parts, moldings, assemblies, etc. Manufacturing drawings derived from 3D models/assemblies. Flat patterns for versatile applications. STL file conversion to solid models (STEP, IGS, X_T). Creation of STL, IGES, and STEP files for 3D printing. DXF files for CNC/Laser/Plasma cutting. 2D & 3D CAD drafting in AutoCAD or Solidworks for architectural and technical drawings. Committed to delivering top-notch work, I accept projects with confidence, ensuring your satisfaction. Emphasizing open communication, I'm readily available for any queries. For further project discussion or questions, contact me anytime. Thank you for considering my bid. Best regards,
$100 USD på 1 dag
0,0 (0 anmeldelser)
0,0
0,0
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Hi, there! Having confirmed the job posting, it seems like you might be looking for a senior developer for your project - ML Engineer for Electricity Efficiency Analysis. I have worked with similar projects so that I can provide you with a satisfied result. This project really caught my attention because I have been working in this specific industry for 10 years now, and have not only gained experience or knowledge but, I have got the answer to the main problem which many clients face which is communication and I can assure that you will be satisfied and updated throughout the process, if we move forward. Can't wait to have you on chat with me, and to get started with this project. Regards
$200 USD på 6 dage
0,0 (0 anmeldelser)
0,0
0,0
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I am Ahmed, a seasoned ML engineer with a profound understanding of algorithms and an 8-year background of delivering innovative technology solutions tailored to individual client needs. I am inherently attracted to projects like yours that align fundamental issues with cutting-edge tech, having previously succeeded in energy consumption analysis. With this, I would relish the opportunity to model data on electricity efficiency, developing modules in real-time data analytics and getting as granular as analyzing standalone devices like air-conditioners, lights, motors etc. In your project brief, you mentioned employing Random Forest techniques for anomaly detection and SARIMA models for forecasting. This is an area I have strong competency in, confirmed by several successful ML modeling projects I've concluded using these precise methods you mentioned. In fact, your preference for real-time SQL database aligns smoothly with my past encounters on similar technology stack; making it an even easier choice for executing your idea effectively and efficiently. n!
$200 USD på 7 dage
0,0 (0 anmeldelser)
0,0
0,0
Brug Avatar.
Experienced ML Engineer specializing in real-time analysis. Let's optimize energy usage together! I bring expertise in developing innovative solutions, with a proven track record in ML model development and real-time data analysis.I'm excited about the opportunity to contribute to your team and help drive energy optimization efforts.
$100 USD på 7 dage
0,0 (0 anmeldelser)
0,0
0,0

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