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Energy Demand Forecasting Techniques Comparison Using Python

$8-15 USD / hour

Lukket
Slået op cirka 2 måneder siden

$8-15 USD / hour

I am in search of a proficient freelancer who can guide me through the process of learning and constructing coding frameworks for advanced energy demand forecasting methodologies to analyze the linear and non-linear trends of weather, urbanization, GDP & price with energy demand. My focus is on leveraging statistical and machine learning techniques for a trio of applications: energy demand(consumption ) forecasting and production/imports gap. Key Elements of the Project: - Introduction to and code development for ARIMAX, SARIMA, MARS, Random Forest, and XGBOOST models. - Application of these models to energy production/imports demand analysis, with a specific eye on predicting energy consumption and forecasting demand. - Utilization of diverse data sets including historical energy consumption data, relevant weather data, and pertinent economic indicators to train and test models. Ideal Skills and Experience: - Proficiency in Python programming, especially in the context of machine learning, AI, and deep learning applications. - Solid understanding of energy forecasting models mentioned (ARIMAX, SARIMA, MARS, Random Forest, and XGBOOST) and their practical implementations. - Experience in handling and analyzing complex data sets, specifically those related to energy, weather, and economic indicators. - Ability to guide a learner through the technical aspects of coding for energy forecasting, ensuring the concepts are clearly understood and executable. My aspiration through this project is not only to master the technical coding skills required for these energy forecasting techniques but also to understand their practical applications and implications in the context of energy demand(consumption ) forecasting and production/imports gap.
Projekt-ID: 37785033

Om projektet

10 forslag
Projekt på afstand
Aktiv 22 dage siden

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10 freelancere byder i gennemsnit $14 USD/time på dette 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.
$12 USD på 40 dage
5,0 (45 anmeldelser)
6,8
6,8
Brug Avatar.
With a background as a verified chemist and statistician, I bring a unique perspective to the table. My 4 years of experience in data analysis has provided me with a solid foundation in machine learning and in-depth knowledge of Python, which is indispensable for this project. I am well-versed in all the energy forecasting models you require (ARIMAX, SARIMA, MARS, Random Forest, and XGBOOST) and proficient in handling complex datasets relating to energy, weather patterns, and economic indicators. This will enable me to seamlessly guide you through the technical aspects of coding for energy forecasting. More than just imparting knowledge, my goal is also to ensure that you gain a profound understanding of the concepts at hand; something that I believe sets me apart from other candidates. Through step-by-step explanations and practical examples, I will make sure that you not only learn how to construct the required coding frameworks but also comprehend their implications in terms of gaining insights into energy demand forecasting. It would be an honor to be part of your journey towards mastering these advanced energy demand forecasting techniques. With my skill set and unwavering commitment to quality work within given time limits, I am confident that together we can achieve your goals for this project. Let's get started on expanding your expertise on utilizing statistical and machine learning methods for analyzing key trends affecting energy demand!
$12 USD på 40 dage
4,8 (123 anmeldelser)
6,4
6,4
Brug Avatar.
Hello dear, I am a professional energy demand forecasting using python machine learning expert and can do your task perfectly because I have done lots of similar tasks and also I am in top 2% here so just text me so I can help you out with your task Kind regards
$12 USD på 40 dage
4,8 (56 anmeldelser)
5,8
5,8
Brug Avatar.
⭐ Hi, My availability is immediate. I read your project post on Python Developer for Energy Demand Forecasting Techniques Comparison Using Python. We are experienced full-stack Python developers with skill sets in - Python, Django, Flask, FastAPI, Jupyter Notebook, Selenium, Data Visualization, ETL - Web App Development, Data Science, Web/API Scrapping - API Development, Authentication, Authorization - SQLAlchemy, PostegresDB, MySQL, SQLite, SQLServer, Datasets - Web hosting, Docker, Azure, AWS, GPC, Digital Ocean, GoDaddy, Web Hosting - Python Libraries: NumPy, pandas, scikit-learn, tensorflow, etc. - ML Toos: ChatGPT, Llama, Google Bard, OpenAI, Artificial Intelligence, - AWS SageMaker, AWS Bedrock, AWS Machine Learning Services, AWS AI Services - Azure Cognitive Services, Azure Bot Service, Azure QnA Maker, Azure Vision, Azure Document Intelligence, Azure OpenAI - Tableau, PowerBI - AI: Generative AI, Langchain, LLM, RAG - Artificial Intelligence, Machine Learning, Deep Learning, Chatbot Please send a message So we can quickly discuss your project and proceed further. I am looking forward to hearing from you. Thanks
$11 USD på 40 dage
4,3 (13 anmeldelser)
3,9
3,9
Brug Avatar.
As an experienced developer with a deep understanding of machine learning (ML) and a solid background in Python, I am well-equipped to guide you through your energy-demand forecasting project. Throughout my career, I've successfully constructed coding frameworks for various ML techniques including two of the core models you're interested in: Random Forest and XGBOOST. What sets me apart from other applicants is my extensive experience working on automation and algorithm projects, similar to what you're aiming to achieve in analyzing weather data, urbanization, GDP, and price correlation with energy demand. My ability to handle complex datasets will be invaluable as we leverage historical energy consumption data combined with pertinent economic indicators and relevant weather data. Furthermore, I view this project as a chance to not only impart technical coding skills but also to ensure that you clearly understand the theoretical concepts underlying these techniques. With my guidance, you will gain an in-depth appreciation of these methods and their practical applications in energy production/imports gap analysis and demand forecasting. I anticipate a fruitful and enlightening collaboration.
$10 USD på 40 dage
5,0 (2 anmeldelser)
2,5
2,5
Brug Avatar.
With a versatile yet focused background in both web development and energy engineering, I am not only equipped with the in-demand skills in Python and machine learning but also bring the much-needed context to your energy demand project. Having worked extensively with databases and handled complex datasets, including those related to energy, weather, and economics, I am confident in my ability to mine the data you've got for relevant patterns and insights. My experience extends beyond the purely technical aspects of coding and analysis. As a licensed professional engineer, I have designed structures across multiple types of building materials on several continents. This experience has honed my attention to detail, analytical thinking ability, and capacity to break down sophisticated problems into actionable steps - all necessary skills for the rigorous and precise work required in energy forecasting. Above all, what differentiates me is not just my technical know-how but also my dedication to bringing forth high-quality results aligned with client expectations. Let's leverage my knowledge in ARIMAX, SARIMA, MARS, Random Forest, XGBOOST models along with other ML techniques needed for the project to construct insightful solutions that truly empower your understanding of energy demand forecasting while coaching you along the process. Keep pace with emerging technologies by hiring the right person!..
$12 USD på 40 dage
0,0 (0 anmeldelser)
0,0
0,0
Brug Avatar.
Mechatronics Engineer with a solid background in mechanical engineering, electronics, control, robotics, and programming. Demonstrated experience in designing, developing, and maintaining mechatronic systems. Exceptional ability to program and control automated systems, as well as to select key components. Passionate about innovation and continuous improvement, with a special focus on applying Python and machine learning techniques to solve complex problems in the field of mechatronics. Always seeking to learn new skills in programming and machine learning, take on additional responsibilities, and grow professionally in this exciting and dynamic field.
$12 USD på 40 dage
0,0 (0 anmeldelser)
0,0
0,0
Brug Avatar.
Drawing on my robust experience as a Full Stack Web Developer, I bring a fresh perspective to your energy demand forecasting project. My proficiency in Python, especially in the context of machine learning and AI, combined with my understanding of models like ARIMAX, SARIMA, MARS, Random Forest, and XGBOOST make me well-suited to guide you through learning and constructing coding frameworks for advanced energy demand forecasting methodologies. My commitment to delivering high-quality work on time is further testament to why you should choose me for your project. In addition to these skills, I possess a solid understanding of complex data sets - an invaluable asset when it comes to handling and analyzing the diverse datasets we'll be working with: historical energy consumption data, weather data, and relevant economic indicators. Indeed, one of my strengths as a Full Stack Web Developer is my ability to make seemingly complex concepts accessible and executable through clear communication. In closing, this project presents an exciting opportunity for me to apply my acquired skills and learn in tandem with you. My goal is not just technical mastery but also holistic understanding - whether it be coding methodologies or their implications in your vertical. Partner with me on this journey towards deeper energy demand(consumption ) forecasting insights. Let's get started!
$12 USD på 39 dage
0,0 (0 anmeldelser)
0,0
0,0

Om klienten

Flag for PAKISTAN
Wah cantt, Rawalpind, Pakistan
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Betalingsmetode verificeret
Medlem siden dec. 28, 2018

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