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I need assistance with predictive modeling, specifically time series forecasting, using numerical data for a academic project Ideal Skills and Experience: - Proficiency in Python and relevant libraries (e.g., Pandas, NumPy, scikit-learn, statsmodels) - Strong understanding of time series forecasting techniques and models (e.g., ARIMA, Prophet, LSTM) - Experience with data preprocessing and feature engineering - Ability to interpret model results and provide actionable insights - Good communication skills for project updates
Proje No: 40073174
53 teklifler
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53 freelancer bu proje için ortalama $132 USD teklif veriyor

Hello, Greetings!! I have 8+ years of experience working as a full-stack web developer, where I have successfully developed and deployed various websites and web applications using the mentioned technologies. My expertise lies in designing and implementing scalable and efficient solutions, while ensuring a seamless user experience. Additionally, I have a solid understanding from front-end technologies such as HTML, CSS, and JavaScript, react, Vue, Angularjs, Nextjs, to back-end technologies with PHP, Nodejs, Django which enables me to create visually appealing, responsive interfaces with full functions. I have proficiency in MERN stack, Laravel, Python Django, and PHP and strong understanding of front-end technologies such as HTML, CSS, and JavaScript and various js framework with react, vue, angular. I have experience in developing and deploying web applications using best practice and have ability to collaborate effectively with cross-functional teams and deliver projects within deadlines. I am working with team members with strong problem-solving skills and adaptability to changing project requirements. Thank you for your time and consideration. Regards, Divya Manocha
$200 USD 5 gün içinde
6,6
6,6

Hi Rafael, Thank you for considering my proposal. With over 8 years of experience in Academic Research and real-world projects, I am confident in my ability to assist you with your Python Time Series Forecasting project. I have a strong background in Python and relevant libraries, as well as expertise in time series forecasting techniques such as ARIMA, Prophet, and LSTM. I am skilled in data preprocessing, feature engineering, and interpreting model results to provide actionable insights. I would love to discuss your project further in chat to understand your requirements better. Regards
$30 USD 1 gün içinde
5,9
5,9

⭐Hi, I’m ready to assist you right away!⭐ I believe I’d be a great fit for your project since I have extensive experience in Python, utilizing libraries like Pandas, NumPy, and scikit-learn. My expertise in time series forecasting techniques such as ARIMA and Prophet, coupled with strong skills in data preprocessing and feature engineering, position me well to handle your academic project effectively. I excel in interpreting model results to extract valuable insights and have a proven track record of delivering actionable outcomes. I understand the importance of clear communication for project updates to ensure alignment with project goals. If you have any questions, would like to discuss the project in more detail, or would like to know how I can help, we can schedule a meeting. Thank you. Maxim
$50 USD 3 gün içinde
5,4
5,4

Hi client, I'm Denis Redzepovic, an experienced developer with expertise in Statistical Analysis, Academic Research, Machine Learning (ML), Time Series Analysis, NumPy, Regression Analysis, Pandas, Machine Learning Algorithms, Predictive Analytics and Python. I have worked extensively on diverse Python projects, ranging from backend development and automation to data processing and API integrations. My deep understanding of Python’s libraries and frameworks allows me to build efficient, scalable, and maintainable solutions. I pay close attention to code quality and performance to ensure your project runs flawlessly. With my solid experience, I’m confident I can deliver results that exceed your expectations. I focus on writing clean, maintainable, and scalable code because I know the difference between 99% and 100%. If you hire me, I’ll do my best until you’re completely satisfied with the result. Let’s discuss your project details so I can tailor the perfect Python solution for you. Thanks, Denis
$100 USD 2 gün içinde
5,5
5,5

Hello. I read your requirement i will do that. Please come on chat we will discuss more about this. I will waiting your reply
$150 USD 1 gün içinde
5,5
5,5

Hi. Dear... Nice to meet you. I checked your requirements and I am sure about that. Both statistical knowledge and machine learning skills are used to predict commodity. Moving average, linear regression, KNN (k-nearest neighbor), Auto ARIMA, and LSTM (Long Short Term Memory) are some of the most common Deep Learning algorithms used to predict commodity. But I think that LSTM is powerful algorithms for time series with high accuracy. I am very interested in your project now. Would you like to discuss more detail about project? I will do my best and deliver ## BEST RESULTS IN TIME ## ~~ THANKS ~~
$140 USD 2 gün içinde
5,6
5,6

Hi, This is a well-defined academic time-series and financial econometrics task, and I can support Phase 1 with a rigorous, reproducible implementation in Python. For Phase 1, I would focus on rolling 12-month window regressions using your three beta series (3M, 12M, 60M), implemented in a transparent and thesis-ready way. The analysis would include: - A baseline rolling OLS regression with clear coefficient tracking - An EWMA-weighted regression, explicitly documenting the decay parameter and its impact - Shrinkage estimators following Vasicek and Karolyi approaches, with interpretation of how shrinkage stabilizes beta estimates All code will be clean, well-commented, and reproducible using standard Python tools (Pandas, NumPy, statsmodels). I’ll also explain the methodological choices and limitations clearly, so the results are easy to defend in an academic setting. Once Phase 1 is complete, the structure will naturally support Phase 2 extensions (robustness checks, alternative windows, or forecasting evaluation if required). Happy to discuss details of the dependent variable setup and whether the focus is purely rolling estimation or includes out-of-sample evaluation. Regards, Nguyen
$240 USD 3 gün içinde
5,1
5,1

Hello Rafael F. Hope you are doing well! This is Efan , I checked your project detail carefully. I am pretty much experienced with Machine Learning (ML), Predictive Analytics, Python, Statistical Analysis, Regression Analysis, Time Series Analysis, Academic Research, Pandas, NumPy and Machine Learning Algorithms for over 8 years, I can update you shortly. Cheers Efan
$150 USD 10 gün içinde
5,3
5,3

Drawing from my extensive background in full-stack development and proficiency in Python, I am well-equipped to address your time series forecasting project. Over the course of my 7+ year career, I have honed an expertise in devising robust and scalable solutions with Python and its relevant libraries. My competent grasp of renowned time series forecasting models such as ARIMA, Prophet, and LSTM, ensures that I possess a sound understanding of the very skills you seek. In addition to this methodological prowess, I bring a unique blend of skills including data preprocessing and feature engineering. This means that not only can I formulate appropriate models for your project, but I can sift through your data to ensure the validity and efficacy of these models. Skilled at interpreting model results and offering actionable insights, I assure you not just an accomplished task completion but also a high degree of utility from it. Beyond sheer technical expertise, I believe communication is the bedrock of any successful collaboration, particularly in projects like yours. My track record of maintaining clear and consistent lines of communication with clients ensures that you'll be kept informed throughout the project's duration. All in all, by hiring me for this undertaking, you are choosing proven experience with pythonic time series etudes plus open channels for effective communication - a combination that guarantees success.
$140 USD 7 gün içinde
4,7
4,7

Hello there, I hope you’re doing great! I’m a professional Python Developer with experience in developing efficient, clean, and reliable Python scripts and applications. Whether it’s data analysis, automation, web scraping, API integration, or backend development — I can handle it with precision and quality. I always focus on writing well-structured, optimized, and bug-free code. My goal is to deliver work that meets your requirements perfectly and adds value to your project. ✅ Clean and optimized Python code ✅ Fast delivery and regular updates ✅ Unlimited revisions until satisfaction ✅ Excellent communication I would love to discuss your project in detail and start right away. Let’s turn your ideas into powerful Python solutions! Best regards,
$30 USD 1 gün içinde
4,0
4,0

Affordable, Early Delivery. ★★★★★★★★★★★★★★I hold a Masters degree which gives me the requisite background to handle writing from various subjects. I am a highly committed person towards my work. You can rely on QualityXenter for quality and consistency in writing. We never violate copyright rules. I have vast amount of experience in this industry since I am working from 2015 as a professional writer. I provide many modifications till to get your satisfactions. I have access to enough journals to use in your research project. I always produce quality work at VERY LOW RATES so, don't worry if you have a low budget for your work, I will be very happy to make a new client like you. I am producing quality work for my clients including ARTICLE WRITING, REPORT WRITING, ESSAY WRITING, RESEARCH PAPERS, BUSINESS PLAN, TECHNICAL WRITING, MATLAB, THESIS, ACCOUNTING & FINANCE work ETC. Go through my profile link https://www.freelancer.com/u/qualityxenter
$30 USD 1 gün içinde
4,2
4,2

Hi Rafael, Python Time Series Forecasting Expert is a project I can approach with a clear, engineering-driven mindset. I’ve worked on academic forecasting projects and I understand how to design a clean, reliable solution from start to finish. From your description, here’s how I would approach it: 1. Clarify the exact data sources, constraints, and required outputs. 2. Build a stable Python workflow with proper logging, versioned data, and robust validation. 3. Implement clean modules for preprocessing, feature engineering, and models (ARIMA, Prophet, LSTM) with interpretable outputs for insights. 4. Ensure reproducible experiments, thorough testing, and easy long-term operation. I bring solid experience with Pandas, NumPy, scikit-learn, statsmodels, and practical forecasting workflows, plus clear communication for project updates. If you’re open to it, I’d like to ask one quick question so I can tailor the solution more precisely: What is the forecast horizon and the preferred evaluation metric (e.g., RMSE, MAPE, MAE) for this academic project? Looking forward to discussing more. Best regards, Larasati
$125 USD 3 gün içinde
2,8
2,8

Hello Friend ! Thank you for the opportunity to work on your housing price prediction project. I would love to deliver a high-quality machine learning solution having my extensive background in data analysis, predictive modeling, and end-to-end ML development. Why I’m a Strong Fit : MY WORK SPEAKS LOUDER THAN MY WORDS, YOU CAN CHECK OUT MY PROJECTS. I have hands-on experience with a wide range of data science and machine learning projects, including: - Bitcoin Price Prediction with time-series forecasting using XGBOOST & LSTM - Adult Income Prediction using supervised learning - Amazon Product Reviews Classification using LSTM deep learning models - Google Stock Market Price Prediction using regression and sequence models - Pneumonia Detection using machine learning and medical image analysis - Heartbeat Detection using deep learning architectures - Startup Funding Price Prediction using feature engineering and regression My approach for your project : 1. Data Loading & Exploratory Data Analysis 2. Data Preprocessing 3. Train/Test Split 4. Model Development 5. Model Evaluation 6. Visualization & Final Reporting SOO Come ON !! Just message me to begin your project right now and get quick on time delivery :) Regards, Areeba Tahir AI Engineer | Machine learning Engineer
$30 USD 1 gün içinde
3,0
3,0

Dear Client, I’m Mykhailo, a full‑stack and ML engineer with extensive experience in time series forecasting for academic and industry projects. I can help you design a robust predictive modeling pipeline in Python, using Pandas/NumPy for data handling, statsmodels and scikit‑learn for classical models (ARIMA/SARIMA, ETS, VAR), and deep learning frameworks (LSTM/GRU) where appropriate. I also regularly work with Prophet for interpretable, calendar‑aware forecasts. Relevant past work: - Built ARIMA/Prophet models to forecast energy consumption for a university research project, including seasonality and holiday effects. - Developed LSTM-based demand forecasting for a retail dataset, improving baseline accuracy by ~20%. - Guided students on academic forecasting projects, focusing on methodology, interpretation, and clear reporting. For your project, I would: 1. Explore and clean your dataset (missing values, outliers, stationarity checks). 2. Engineer features (lags, rolling stats, calendar features, exogenous variables). 3. Compare multiple models (ARIMA/Prophet/LSTM) via walk‑forward validation. 4. Interpret results: feature importance, error analysis, and limitations. 5. Help you structure your report/notebook with clear methodology, code, and visualizations. I’ll provide concise updates and explanations so you fully understand and can defend the work academically.
$140 USD 1 gün içinde
2,6
2,6

Most time series forecasting models fail not because of Python skills but because they ignore real world supply chain behaviour like demand volatility, seasonality, and lead time impact. For forecasting work I focus on building models that reflect operational reality, validating assumptions, and translating outputs into insights that support planning decisions rather than just charts. If this aligns with your objective, open a chat and we can align on data and forecasting goals. Cheers Lance
$100 USD 7 gün içinde
2,7
2,7

Python Time Series Forecasting Expert I'm excited after reviewing your project details! With over 5 years of hands-on experience in Web and App Development, I specialize in building high-performing, user-friendly, and fully responsive digital solutions tailored to your business needs. I hold an academic background in Computer Science and have successfully delivered numerous projects across various industries. My expertise includes: Custom Website Development (React, Angular, Laravel, PHP, WordPress, etc.) Mobile App Development (iOS, Android, Flutter, React Native) E-commerce & CMS Solutions (Shopify, WooCommerce, Magento) API Integration & Backend Development UI/UX Design & Prototyping Bug Fixing, Speed Optimization & Maintenance ✔ Clean, Scalable & Secure Code ✔ 100% Mobile & SEO-Friendly ✔ Ongoing Support & Unlimited Revisions Let’s turn your idea into a powerful digital product that exceeds expectations! ?Check my profile: https://www.freelancer.com/u/QuickMentor Looking forward to working with you!
$30 USD 2 gün içinde
2,6
2,6

Hi there, I'm confident I can deliver a robust Python-based time series forecasting solution for your academic project. I have strong Python skills (Pandas, NumPy, scikit-learn, statsmodels) and hands-on experience with ARIMA, Prophet, and LSTM, plus data preprocessing and feature engineering (lags, moving averages, seasonality, exogenous vars). My approach: 1) explore and clean the data, 2) build a baseline model (ARIMA/Prophet) and compare with an LSTM if the data supports it, 3) backtest and validate with cross-validation, 4) interpret results and provide actionable insights, 5) deliver well-documented code, notebooks, and a brief report. Proposed timeline: baseline in 2-3 days; full solution in 5-7 days, adjustable to dataset and horizon. I can host the project on a shared repo and provide clear update notes. To tailor the approach, please share: 1) the forecast horizon and data frequency; 2) whether you have exogenous features to include; 3) the dataset length and size; 4) your preferred evaluation metric and deliverables (notebook, report, or both). Best regards,
$250 USD 8 gün içinde
2,3
2,3

Hi there! I see you need accurate time series forecasting, and improper modeling or preprocessing can lead to misleading results. I can use Python with libraries like Pandas, NumPy, scikit-learn, and statsmodels to preprocess your data, build ARIMA, Prophet, or LSTM models, and provide clear interpretations and actionable insights for your academic project. Do you want me to start by exploring and cleaning your dataset first? Open chat now, and we can get your time series forecasting ready efficiently.
$140 USD 7 gün içinde
2,4
2,4

Hello. I am experienced in Python and have a strong background in time series forecasting using libraries such as Pandas, NumPy, scikit-learn, statsmodels, and Prophet. I can preprocess your numerical data, handle missing values, and engineer features to improve model accuracy. I have hands-on experience implementing models like ARIMA, SARIMA, Prophet, and LSTM for both univariate and multivariate forecasting. I follow a structured approach to model selection, validation, and hyperparameter tuning to ensure robust predictions. I can interpret the results and provide actionable insights that can inform decision-making for your academic project. I am comfortable documenting the methodology and explaining results in a clear, reproducible manner. I can deliver regular updates and visualizations to track progress and model performance. My goal is to provide accurate forecasts and a detailed understanding of the underlying patterns in your data. Regards, Tyler.
$140 USD 7 gün içinde
2,3
2,3

Hi there, I’ve read your project on Python time series forecasting for an academic project, and I’m confident I can deliver robust, interpretable predictive models that meet academic standards. I have extensive experience in Python with Pandas, NumPy, scikit-learn, and statsmodels, building time series solutions using ARIMA, Prophet, and LSTM. I’ll start with thorough data exploration, cleaning, and feature engineering (lags, rolling statistics, date-time features), then compare multiple modeling approaches, validate with time-series cross-validation, and deliver both forecasts and actionable insights with clear interpretation. What I will deliver: - A reproducible Jupyter notebook (or Python scripts) with data preprocessing, model training, evaluation metrics (MAPE, RMSE, MAE), and significance checks. - Baseline ARIMA/Prophet models plus optional LSTM if the data warrants it. - Feature engineering steps and a robust evaluation plan, including hold-out forecast horizon and backtesting results. - Clear, publish-ready results and a short interpretation tailored for academic audiences, including limitations and recommendations. Proposed timeline: - Day 1: data understanding, cleaning, EDA, feature engineering plan. - Day 2-3: model development and evaluation, baseline comparisons. - Day 4: final model selection, produce forecasts and write-up, deliverables. Next steps: if you share sample data or a small subset, I can begin within 24 hours and provide a scoping note and ini
$100 USD 2 gün içinde
2,0
2,0

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