Time Series Forecasting Model Development

$10-30 USD

Đang triển khai

Đã đăng vào 4 ngày trước

$10-30 USD

Thanh toán khi bàn giao

Project Title: Time Series Forecasting Model Development Project Overview: We are seeking an experienced data scientist or statistician to develop a forecasting model that predicts future trends based on our historical data. The goal is to build a robust and accurate model that can forecast incoming calls and workload over the coming 6 months. including identifying patterns, trends, and seasonality in our data. Project Details: Data Overview: We have historical data spanning 2 years Objectives: Analyze and preprocess the historical data to identify trends, seasonality, and any anomalies. Develop and test multiple forecasting models (e.g., ARIMA, exponential smoothing, Prophet, or machine learning approaches) to select the most accurate method. Validate the model using appropriate metrics such as RMSE or MAPE. Provide visualizations and a clear explanation of the forecasting results along with confidence intervals. Scope of Work: Data Preparation: Clean and preprocess the data to ensure quality input for the forecasting models. Exploratory Analysis: Conduct a thorough analysis to understand trends, seasonality, and outliers. Model Selection and Development: Experiment with different forecasting methods, tuning parameters to achieve optimal performance. Validation: Compare model predictions against historical data and validate performance using standard error metrics. Reporting & Documentation: Deliver a detailed report with methodology, assumptions, and the final forecasting model code along with documentation for future maintenance. Skills and Experience Required: Strong background in time series analysis and forecasting methods. Proficiency in Python for data analysis and model development. Experience with forecasting tools such as ARIMA, exponential smoothing, Prophet, or similar techniques. Ability to interpret data insights and communicate results clearly. Previous experience with similar forecasting projects is highly preferred. Deliverables: A clean and processed dataset ready for forecasting. The forecasting model code (with comments) and detailed documentation. A comprehensive report including data analysis, model selection rationale, performance metrics, and visualizations. Recommendations for model deployment and future data monitoring.

Machine Learning (ML)

Mã dự án: 39188620

Về dự án

25 đề xuất

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Hoạt động 4 ngày trước

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@mutugijosepj1

Hello John L. I’m excited about the opportunity to support your project. With a solid background in Data Science, Statistical Analysis, Machine Learning (ML), Deep Learning and Python and extensive experience in research, I can help you produce a well-researched, rigorously analyzed work that meets your preferred standards. I’d love to discuss your goals for this project and how I can help bring your research to a high standard of academic excellence. Regards, Joseph M.

$25 USD trong 1 ngày

5,0

(2 nhận xét)

2,6

25 freelancer chào giá trung bình $74 USD cho công việc này

@tadinhkien

Greetings, Thank you for considering my application for this project. As an AI Engineer and Developer with over 8+ years of experience, I bring a wealth of knowledge and expertise in the field of Python, Deep Learning. I have carefully reviewed the project description and am eager to discuss your specific needs and requirements in more detail. My commitment is to provide dedicated support and consistent follow-up throughout the project's lifecycle. Please feel free to reach out to me to further discuss how I can contribute to the success of your project. Looking forward to the opportunity of working together. Best regards, KuroKien

$20 USD trong 1 ngày

4,9

(238 nhận xét)

6,6

@hudex

Hello dear, I am a professional time series forecasting model expert and can do your task perfectly because I have done lots of similar tasks and also I am in top 1% here so just text me so I can help you out with your task Kind regards

$20 USD trong 1 ngày

4,8

(88 nhận xét)

6,6

@saba106

I am an expert statistician, Research Writer, and data analyst with more than eight years of experience. I have full command of Excel analysis, SPSS, STATA, R LANGUAGE, AND PYTHON. I am an expert in creating time series prediction models, working with survey data, conducting marketing analysis, building estimators, and medical analysis. I am a perfect match for your project share other details of the work so I can start working on your project. Will complete task on time.

$30 USD trong 1 ngày

4,9

(42 nhận xét)

5,5

@kumarpm

Hi, Myself, Pradeep, PhD in Time Series applications and having 18+ years of experience in Time Series Forecasting for various level of time frequencies and using both open and commercial tools. I have already developed and deployed 100+ projects in ML applications. Can list and guide appropriate methodology and model according to data availability. I have recently completed an forecasting project here in freelancer com, please see for review https://www.freelancer.com/projects/python/Data-Scientist-Needed-39101391/reviews As, freelancer.com bid does not allow for attaching, cannot showcase my expertise in this area. I am available at freelance chat (click on my name and options). We can chat here (right click on my name) about your requirements even before awarding and I can divided project into quick 2 or 3 milestones once project got awarded. Regards. Pradeep M.

$100 USD trong 5 ngày

4,9

(16 nhận xét)

4,7

@marwanehamdani

With over a decade of experience in machine learning, deep learning and data science, I'm adept at delivering accurate and robust forecasting solutions for complex problems, especially with time series data. The range of techniques I’ve applied span from exponential smoothing to the well-known ARIMA models and the newer Prophet methods. I’ve also developed some machine learning methods which can enable us to learn more about hidden trends in your historical call and workload data. My background includes a strong command of Python for thorough data analysis and model development. I've successfully completed similar projects in the past, therefore, rest assured that your project will be handled by a professional that understands how to identify patterns, trends, and seasonality in time series data like yours. My clients have always enjoyed my clear communication and thorough documentation skills which are valuable as I believe it's crucial for you to understand every step of the process. By choosing me for this project, you will not only receive a top-notch forecasting model but also fortified documentation and development notes to ensure easy future maintenance. Additionally, my offer aligns with your intention: you pay when only satisfied with the results. Let's work together; trust me because in all other cases, I bring data!

$20 USD trong 7 ngày

4,8

(47 nhận xét)

4,9

@mcollinscalz

With a background in Mechanical Engineering and Machine Learning, I possess the perfect blend of skills for your Time Series Forecasting project. Having honed my expertise in the analysis and interpretation of complex data sets over the years, I am confident in my ability to clean, preprocess and derive meaningful insights from your historical data. My extensive experience with Python for data analysis and model development will ensure that you receive not just a functional forecasting model, but a robust and accurate one too. Moreover, as someone who has proficiently dealt with time series analysis and forecasting methods in prior projects, I am well-versed in using ARIMA, exponential smoothing, Prophet, and other such techniques. My commitment to delivering clear, comprehensive reports will ensure that the results are easily understood by all stakeholders. Lastly, my background in Mechanical Engineering brings unique advantages to this project as I'm highly skilled in 3D modeling using SolidWorks which can also prove to be important for any future maintenance or expansion of your system. In addition to the forecast model code I’ll provide you with detailed documentation and recommendations on how best to deploy the model for ongoing monitoring & assessment. Looking forward to helping you bring efficiency to your task allocation process!

$20 USD trong 7 ngày

3,7

(24 nhận xét)

5,0

@Ahmedk074

Hey John L., I just finished reading the job description and I see you are looking for someone experienced in Statistical Analysis, Python, Data Science, Deep Learning and Machine Learning (ML). This is something I can do. Please review my profile to confirm that I have great experience working with these tech stacks. While I have few questions: 1. These are all the requirements? If not, Please share more detailed requirements. 2. Do you currently have anything done for the job or it has to be done from scratch? 3. What is the timeline to get this done? Why Choose Me? 1. I have done more than 250 major projects. 2. I have not received a single bad feedback since the last 5-6 years. 3. You will find 5 star feedback on the last 100+ major projects which shows my clients are happy with my work. Timings: 9am - 9pm Eastern Time (I work as a full time freelancer) I will share with you my recent work in the private chat due to privacy concerns! Please start the chat to discuss it further. Regards, Ahmed

$30 USD trong 1 ngày

5,0

(1 nhận xét)

3,3

@jamesrfrench

Hey John L., I just finished reading the job description and I see you are looking for someone experienced in Python, Statistical Analysis, Machine Learning (ML), Data Science and Deep Learning. This is something I can do. Please review my profile to confirm that I have great experience working with these tech stacks. While I have few questions: 1. These are all the requirements? If not, Please share more detailed requirements. 2. Do you currently have anything done for the job or it has to be done from scratch? 3. What is the timeline to get this done? Why Choose Me? 1. I have done more than 250 major projects. 2. I have not received a single bad feedback since the last 5-6 years. 3. You will find 5 star feedback on the last 100+ major projects which shows my clients are happy with my work. Timings: 9am - 9pm Eastern Time (I work as a full time developer) I will share with you my recent work in the private chat due to privacy concerns! Please start the chat to discuss it further. Regards, James

$10 USD trong 3 ngày

0,0

(0 nhận xét)

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@elitekevin

Hello John L., Good afternoon! I am an expert mobile engineer with skills including Statistical Analysis, Deep Learning, Python, Machine Learning (ML) and Data Science. Please contact me to discuss more about this project. Looking forward to see you soon. Thanks.

$10 USD trong 6 ngày

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(0 nhận xét)

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@Asif6372

Hello there, John L., Great to connect with you! I am a professional in spreadsheet solutions, specializing in data automation using advanced formulas and script. My skills include Machine Learning (ML), Deep Learning, Data Science, Python and Statistical Analysis. I have the right expertise to assist you with this. Please contact me to discuss more regarding this project. I’d love to assist you with this project

$10 USD trong 1 ngày

0,0

(0 nhận xét)

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@fabiof15

Hi there! ? I read your project details carefully, and I’m excited to help! As an **AI/ML Specialist** with expertise in **time series forecasting**, I can develop a robust model to predict incoming calls and workload trends for the next 6 months. Here’s my approach: 1. **Data Preparation & Analysis** ?: - Clean and preprocess your 2-year historical data to handle missing values, anomalies, and seasonality. - Conduct exploratory analysis to identify trends, patterns, and outliers. 2. **Model Development** ?: - Test and compare multiple forecasting methods (e.g., ARIMA, Prophet, exponential smoothing, and ML models like LSTM). - Optimize model parameters for accuracy and reliability. 3. **Validation & Reporting** ?: - Validate models using metrics like RMSE and MAPE. - Provide clear visualizations, confidence intervals, and a detailed report with methodology and deployment recommendations. **Why Me?** - Proven expertise in **Python**, **time series analysis**, and forecasting tools (ARIMA, Prophet, etc.). - Experience delivering actionable insights and scalable models for similar projects. - Commitment to clear communication and high-quality deliverables. Let’s discuss further! I’d love to refine the solution to meet your needs. Looking forward to collaborating! ? Best regards,

$20 USD trong 5 ngày

0,0

(0 nhận xét)

0,0

@Madnikpvtltd

With extensive skills in Data Science, Python and Statistical Analysis, I, Alok from Madnik Pvt Ltd, am your solution for building an accurate and robust time series forecasting model. My team and I have a strong background in the very tasks your project entails; from data preprocessing to developing models with machine learning approaches such as ARIMA or exponential smoothing, down to data validation. Our expertise extends further to providing insightful visualizations and comprehensive reports using tools like Power BI, Tableau and Excel. As a team, we've honed our skills through various projects of similar nature. These experiences have familiarized us with identifying patterns, trends, seasonality and detecting anomalies in vast datasets such as yours - critical aspects of time series forecasting. Our delivery goes beyond just the code and documentation; we provide strategic recommendations on model deployment and future data monitoring. What sets us apart is our relentless commitment to delivering quality work that's both innovative and timely while ensuring client satisfaction throughout the project. From UI/UX design support you might possibly need for visualization tasks to our strong coding abilities in various languages like Python for your thorough data analyses, we provide a versatile range of expertise that ensures all your project needs are met efficiently. Let's collaborate and create something extraordinary together!

$100 USD trong 7 ngày

5,0

(1 nhận xét)

0,2

@Abhibhasin16

I am an experienced AI and Data Science professional with expertise in time series forecasting, predictive modeling, and statistical analysis. My past work at ISRO involved developing forecasting models for sea-level prediction, applying techniques like ARIMA, Prophet, and machine learning-based approaches. I am proficient in Python, Pandas, NumPy, Scikit-learn, and data visualization tools, ensuring accurate analysis and insightful reporting. For this project, I will clean and preprocess data, explore trends and seasonality, test multiple models, validate accuracy using RMSE/MAPE, and provide detailed documentation. My goal is to deliver a robust, high-accuracy forecasting model with clear insights and recommendations. Let’s connect to discuss how I can add value to your project!

$13 USD trong 7 ngày

0,0

(0 nhận xét)

0,0

@mochoye1

I am excited to apply for the Time Series Forecasting Model Development project, bringing my expertise in machine learning, AI, and data analysis to build a robust forecasting solution. With a strong background in Python, TensorFlow, PyTorch, and statistical modeling, I have experience in time series analysis and have worked with models such as ARIMA, Prophet, LSTMs, and XGBoost for predictive analytics. My past projects, including an AI-powered Assistive System for Blind People and a Face Recognition-Based Attendance System, showcase my ability to handle complex datasets, optimize algorithms, and deliver scalable AI-driven solutions. I will begin by cleaning and preprocessing historical data, conducting an exploratory analysis to identify trends and seasonality, and testing multiple forecasting models to determine the most accurate approach. Using error metrics like RMSE and MAPE, I will validate the model’s performance and provide insightful visualizations with confidence intervals. The final deliverables will include a clean dataset, fully documented model code, and a comprehensive report detailing methodology, results, and deployment recommendations. I am eager to contribute my expertise to this project and ensure an accurate and actionable forecasting system that supports business decision-making.

$45 USD trong 7 ngày

0,0

(0 nhận xét)

0,0

@ritishadhopre

I will develop an accurate time series forecasting model to predict incoming calls and workload using ARIMA, Prophet, and machine learning techniques. The process includes data cleaning, trend and seasonality analysis, model selection, validation (RMSE/MAPE), and detailed reporting with visualizations. A well-documented model with code will be provided for easy maintenance.

$20,55 USD trong 7 ngày

0,0

(0 nhận xét)

0,0

@christopherl22

Hello, I am confident that my extensive experience in data analysis and modeling will be a great asset for your Time Series Forecasting project. Having worked on multiple forecasting projects, I have honed my expertise in Python, the key programming language for your project. Alongside my well-versed skills on machine learning related to ARIMA, exponential smoothing, and Prophet, I could efficiently analyze, preprocess and validate your historical data to discover the best suitable forecasting approach. My specialization goes beyond merely developing the forecasting model–I am well-equipped to provide detailed visualizations, clear explanations, and comprehensive reports encapsulating my methodologies with the final code and documentations for easy reference. As someone who has dealt with time series data extensively,I can adeptly identify trends, seasonality, anomalies as well as interpret complex data insights for practical implications. My clarity in communicating results has always been appreciated by previous clients. In hiring me for this project, you are not just gaining an exceptional skill set but also strategic thinking and insights born out of years' worth of experience.I'm motivated to ensure complete client satisfaction; providing you with clean and prepared datasets along with ready-to-deploy models would be my top priority. Let's leverage the power of time series forecasting together! Thanks!

$10 USD trong 3 ngày

0,0

(0 nhận xét)

0,0

@matthewr20

Hello, With my firm background in both time series analysis and machine learning, I am confident I can deliver a precise and reliable forecasting model for you. I have extensive experience with forecasting tools like ARIMA, exponential smoothing, and more, which would be valuable in this project. As a bonus, my skills with Python for data analysis and modeling align perfectly with your requirements, guaranteeing a smooth workflow during the project. Coming to my background, I have successfully employed time series forecasting models for various domains fueling profitable results for the stakeholders. My prior experience aligns closely with the work outlined in your project description and provides me with strong insights into potential challenges to be addressed while analyzing and preprocessing your historical data. I've always believed that effective communication is crucial for technical projects; my clients often commend on my clarity and transparency in reporting results. In line with your expectations, I won't just deliver you the predictive models but also offer clear visualizations and methodical interpretations for their results. Additionally, I am fully confident in providing not just the final forecast model code but also well-documented methodology reports to aid future maintenance requirements. Most importantly, I'm ready to bring deep insights from our data to drive better decisions. Thanks!

$10 USD trong 2 ngày

0,0

(0 nhận xét)

0,0

@jayantbhakar

Hi, hope you are doing great. I am a Python developer since past 4 years. I have worked on several Data Science and Machine Learning Projects, including Google(GSoc). Relevant to your project, I have worked on Timeseries Forecasting models including LSTM(Long Short term memory) for stock price prediction, Regression modelling(ARIMA) for inventory prediction, Random Forest & XGBoost for fMRI Data classification for ADHD. For your project I would like to know more about the nature of your data for dimensions. We can also use Transformer based Time-Series Predictor, they are best for identifying patterns that are not possible with other simpler models. So, lets talk more about your project. Also I am aware of all the steps that go into completing the project. Starting from preprocessing the dataset, then I will visualize the dataset to get the idea of how is the data scattered and its nature. Then I will try different models and will prepare entire report with different parameters and their RMSE and MAPE values. Lastly I will document the entire thing so that it will be easier for anyone to understand. Lets discuss about it and I can show you my projects that are relevant to this project.

$100 USD trong 7 ngày

0,0

(0 nhận xét)

0,0

@maryj228

Hi, client. Thank you for reaching out. I am an experienced data scientist specializing in time series forecasting and predictive analytics. I have successfully developed forecasting models for call centers, financial trends, and workload optimization using ARIMA, Prophet, and machine learning techniques. For your project, I will preprocess and analyze your two-year dataset to detect trends, seasonality, and anomalies. I will experiment with multiple models (ARIMA, Prophet, LSTM, and XGBoost) and select the most accurate based on RMSE/MAPE validation. The final deliverables will include a documented forecasting model, visualizations, and deployment recommendations. I would be happy to discuss your specific requirements further. Looking forward to collaborating! Best regards.

$30 USD trong 2 ngày

0,0

(0 nhận xét)

0,0

@charlesDataAI

Hello I have actually read the instructions.i can comfortably provide quality solution. Please inbox me for go aheadHello! As an experienced data scientist and statistician, I have the deep analytical skillset you need for your Time Series Forecasting Model Development project. I've successfully tackled similar projects before, analyzing and preprocessing historical data like yours to effectively identify trends, seasonality, and anomalies, leveraging Python to develop and test multiple accurate forecasting models. My expertise in time series analysis and proficiency in forecasting tools such as ARIMA, exponential smoothing, and Prophet will enable me to bring you sound modelling recommendations with a high level of accuracy validation using standard error metrics like RMSE or MAPE. The comprehensive report I will deliver will not only include the detailed methodology behind the forecasting model code but also provide clear data-analysis-based insights and practical visualizations along with concrete confidence intervals.

$20 USD trong 7 ngày