(PLEASE READ THE PROJECT ASKS QUESTIONS WHICH ARE NOT MENTIONED HERE, DO NOT START A THREAD TO REGNOTIATE THE PRICE WHICH YOU HAVE QUOTED, SO PLEASE QUOTE CORRECTLY)
MileStones:
* 10% at the time of awarding.
* 25% at the time of showing a demo (after understanding our output)
* 15% When the completion is done at your infra.
* 25% You install the same.. and make it run.
* 25% Once all things are working and you hand over.
BONUS
* 15% if you say a time and deliver on time.
I am seeking a data scientist proficient in time series analysis and machine learning techniques. The objective of this project is to predict future values based on our internal generated data using various AI models.
(Please see the expectation flowchart)
The sample data (all fields would be available as v1, v2 and so on. (many more would be there) and we would denote the result in a variable at the end). this would be available on in one record (the whole data strucuture)
{"version":"1.9","data_set":"1","variable_set":"1","v1":"4","v2":"41.00%","v3":"1","v4":"0" }
More about the project:
I have an API, which allows me pull json / XML record (each record has over 400 Variables).
Those records would also have two "result" values X,Y (so each record has an X and Y, which is derived from above variables)
We would have 1000 and more of these record, all are sequential.
We would want you to install multiple models to predict X and Y.
We would give you Server for you to host for us, you would have to use Postgres DB.
Requirements
(a) We would like to add records at our own will, and the model should be able to train using new and older data to get the results.
Exampe, we start with say 1000 records, and we want you predict next 5 X,Y values, then we add 100 more record, we would like to get next 5 X,Y values with the 1100 rows of data.
(B) we would like to retrain the model.
(C) As there are different models, we would like to see results in different models, so that we could see which model is predicting based on the values we want.
(d) we could give you all the data in API, so that you could use the same in the model
(e) You would have to tell us how much time it would take to retrain.
(f) We would give you an API, so that you could generate and push the prediction data in db.
(g) We have multiple sets (each set of 1000 records), and we would like, so each set has to be trained differently to predict the right data.
(h) We would like to add more variables as we go along (400 to 500), we would then retrain the model to 500 variables to get the data.
(i) We would need the Source code, and instruction to recompile the software as well and installation guide.
Key Tasks:
- Utilize LSTM to forecast time series data.
- Implement ARIMA, GRU, and Prophet for comparative analysis and validation.
- Generate accurate predictions from our internal data.
Ideal Skills:
- Expertise in LSTM and other AI models.
- Proficiency in time series data analysis.
- Experience with ARIMA, GRU, and Prophet.
More about the project
I look forward to your bids. Please include your relevant experience and previous projects you have completed in this field.
I am a data scientist with expertise in time series analysis and AI models. I can install multiple models to predict X and Y values based on sequential data. I will utilize LSTM for time series forecasting and implement ARIMA, GRU, and Prophet for comparative analysis. I have experience with over 400 variables and can handle retraining the model with added records and variables, providing accurate predictions.
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 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
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 solve your project. I have many experience practical and theoretical in implementation different algorithms (such as: state estimation and Kalman filter, design controller, analysis closed loop stability, signal and systems, signal processing, heuristic optimization, fuzzy logic, neural network and machine/deep learning fields). Evidence of this claim exist in the portfolio.
I have read your project description and I can help you (without any plagiarism).
Please send me the details of your project.
Thanks for attention
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I am excited about the opportunity to work on your time series prediction project. With expertise in time series analysis, machine learning, and database integration, I am confident in delivering a solution that meets your objectives. Below is a detailed approach to your requirements:
Hi there, Yes I am expert in PYTHON and I can help you out for sure
Kindly send me a message we'll discuss further
Looking forward to hear you
Thank you
Hi,
I'm a Python specialist with the necessary skills to complete your project. I have skill sets for:
• Analyze data sets using Python and the specified libraries.
• Provide insights and visualizations based on the analysis.
• Clean and preprocess data to ensure accuracy and reliability.
• Develop custom Python functions/scripts to automate routine tasks.
• Generate detailed reports to summarize findings and present data insights.
• Ensure integrity and accuracy of data throughout the analysis process.
• Support hypothesis testing and statistical analyses for data-driven decisions.
• Create compelling data visualizations using libraries such as Matplotlib and Seaborn.
• Identify and interpret data trends and patterns for predictive analysis.
• Optimize and streamline data analysis workflows for efficiency.
• Familiarity with Kaggle datasets and tools.
I already worked on Time Series of data specifically with the use of Pandas and NumPy for Sequence of data includes Automated stock trading, Stock prices, Weather and classification on series data.
My track record of success with similar projects is proof that I can deliver results quickly and accurately. If you're interested in hearing more about how I could help you, please don't hesitate to reach out!
I can provide the requirements with minimum time and cost.
Hi. Thanks for your posting.
I have just read your proposal and I am sure I can complete the project on time.
I am an expert in ML/DL who has many years of experiences in time series forecasting(stock-price, weather, ...).
Please contact me to discuss the project in more details.
Waiting for your contact now...
Thanks. Best Regards.
With my versatile skillset and considerable experience in machine learning (ML) and Python, I am confident that I can deliver exceptional results for your time series forecasting project. My expertise extends to the specific models and techniques you require, such as LSTM, ARIMA, GRU, and Prophet.
Not only can I develop these ML models for you from scratch, but I can also ensure they meet your unique needs, including being able to use new and old data for training purposes, retraining the model whenever necessary, and providing actionable insights by comparing the results across different models. Additionally, my understanding of time series data analysis will enable me to effectively forecast based on your 400 to 500 variables and more.
Furthermore, as a full stack web developer with database skills in Postgres, I will create a reliable hosting solution for your project. My diligent nature ensures that I provide documentation on all aspects of the project including source code availability to recompile the software when necessary. You can be confident that you are hiring an experienced professional who values timely delivery without compromising quality. Let me prove that by being your choice for this task.
As a seasoned Python developer and data enthusiast, I'm confident that I have the expertise to deliver a robust solution for your Time Series Forecasting project. I’ve worked with numerous AI models including LSTM, ARIMA, GRU and Prophet. Utilizing these tools, I am capable of accurately predicting the future values based on your generated data with over 400 variables.
One of my strengths is my ability to analyze and retrain the models effectively taking into account new data while maintaining accurate forecasts. This means that as you add more records and variables, including your desired 400 to 500 additional variables, I can ensure the model gets trained appropriately so we get accurate predictions.
Moreover, by leveraging my proficiency in web scraping, I can directly fetch the necessary data from your API and seamlessly integrate it into the analysis phase thereby ensuring constant updates and retraining of the model per your needs. With a strong aptitude for collaboration and precision, my goal is always to provide high quality solutions on time. My desire to be at the forefront of technology keeps me continually updating my skills to meet industry demands - I’m ready to take on this challenge!
Hi, Statistics is my favorite subject and will be glad to help. I have skills in Data Processing, Statistics, R Programming Language, SPSS, Tableau Excel and python.
Hello there,
I am excited to bid on your time series forecasting project. With expertise in LSTM, ARIMA, GRU, and Prophet, I can deliver accurate predictions and a robust system for dynamic retraining with PostgreSQL integration.
Highlights:
- Experience with large datasets (400+ variables) and API integration.
- Modular design for retraining with new data/variables.
- Deliverables: Source code, installation guide, and API for predictions.
Timeline: 3-4 weeks
Bid: 700 USD
Looking forward to collaborating on this project!
Best regards,
Krishanth
Hi, I am a data analyst/statistician and Economist with more than 6 years of experience.
I can do your project, Please take time to check my profile and then you decide to contact me.
Hi sir,
As an experienced data scientist with a strong background in time series analysis and machine learning, I am well-equipped to take on your project. I will implement and compare models such as LSTM, ARIMA, GRU, and Prophet to predict future X and Y values from your sequential data. Leveraging my expertise in handling large datasets and building scalable AI solutions, I will ensure the model accommodates new data, supports retraining, and provides insights into model performance. With proficiency in PostgreSQL, JSON/XML data integration, and API development, I will deliver a robust solution that meets your requirements, including model installation, comparative analysis, and comprehensive documentation. My previous work on predictive modeling and time series projects aligns closely with your goals, ensuring accurate and actionable results.
Best regards;
Nafali
Hi Rajesh M. Good morning
Already have something live to show you Live Similar Site work
I have gone through your requirement , I found it very interesting , Since I already have similar live to show you As i had worked on these tech Machine Learning (ML), XML, Predictive Analytics, Software Architecture and Python
I can Implement is the similar or with changes for you !!!!
Let us discuss more about this
Thanks
Hello geekjobs,
I am Rajat, a seasoned developer with expertise in Python, Machine Learning, and Predictive Analytics. I have successfully completed projects involving time series forecasting using LSTM and AI models. With your project requirements in mind, I am confident in my ability to train multiple models, handle sequential data, and retrain the models with additional variables seamlessly.
My experience with API integration, database management, and software architecture aligns well with the tasks you outlined. I am eager to collaborate with you on this project and provide accurate predictions using advanced AI techniques. Let's discuss further details and explore how we can achieve the best results together.
Looking forward to the opportunity to work together.
Thank you,
Rajat
Hello
I am excited to collaborate on your project, leveraging advanced AI models to predict time series data with accuracy and flexibility. With extensive experience in machine learning and time series forecasting, I am confident in delivering a scalable and robust solution tailored to your requirements.
Approach and Deliverables:
Model Implementation:
Utilize LSTM, ARIMA, GRU, and Prophet to forecast variables
?
X and
?
Y, ensuring comparative analysis for model selection.
Create a flexible architecture for retraining models when new data is added.
Data Handling:
Develop APIs to fetch and integrate JSON/XML records into a Postgres database.
Handle large datasets (400+ variables) with scalability for future extensions.
Train models on multiple sets independently.
Allow variable expansion and retraining for evolving data structures.
Deliverables:
Source code with a detailed installation and recompilation guide.
Prediction data API integration.
Performance reports for model comparisons.
Timeline & Milestones:
I estimate the project to take 21–28 days, ensuring thorough development, testing, and deployment.
Relevant Experience:
Developed LSTM-based forecasting systems for large-scale datasets.
Implemented ARIMA and Prophet for business intelligence solutions.
Designed scalable machine learning pipelines for retraining and dynamic variable integration.
I look forward to contributing to your success.
I specialize in time series forecasting and have hands-on experience with models like LSTM, ARIMA, GRU, and Prophet. I can build a reliable, user-friendly solution that meets your needs, including retraining and API integration, while ensuring timely delivery.
Dear Client,
I am excited about the opportunity to assist you with your time series prediction project. With over 20 years of experience in data science and machine learning, I have extensive expertise in implementing models like LSTM, ARIMA, GRU, and Prophet for predictive analysis, ensuring accuracy and reliability in forecasting sequential data.
For your requirements, I will:
Develop and train models using your JSON/XML API data with over 400 variables.
Implement dynamic model retraining to accommodate new data seamlessly.
Configure comparative analysis across multiple AI models to identify optimal predictors for X and Y values.
Utilize PostgreSQL for efficient data storage and ensure API integration for generating and storing predictions.
Provide a modular framework to allow adding new variables and datasets while maintaining prediction accuracy.
Deliverables will include source code, a detailed installation guide, and clear instructions for model retraining. I am confident in delivering a robust, scalable solution tailored to your needs.
Looking forward to collaborating on this impactful project.
Best regards,
Ardavan here! As an experienced Generative AI developer, I'm well-versed in time series analysis and skilled in implementing advanced models like LSTM and ARIMA. My proficiency with LSTM models includes training and retraining them with new and older data to consistently generate accurate predictions, which is a key requirement for this project.
Not only have I worked extensively with Postgres DB, but my ability to work with large datasets seamlessly will ensure the smooth integration of your expanding variable sets. I've also familiarized myself with several other AI models like GRU and Prophet, which will enable me to perform comprehensive comparative analysis for you.
Moreover, I'm quite familiar with handling APIs and can assure you that not only will I be able to gather the data you provide through the API and efficiently incorporate it into the models, but will also use an API at my disposal to generate and push the prediction data into the database. Let's meet your milestones together! The deep learning libraries that I have utilized for projects like Tensorflow and PyTorch are essential in providing reliable predictions, which aligns well with your bonus objective of timely delivery. It's crucial to note that my extensive experience with developing AI agents would prove truly valuable to your project. Looking forward to hearing from you soon.
I can help you build a robust time series forecasting model to predict future values of X and Y based on your internal data.
I will:
Develop and train multiple AI models: Explore various models like ARIMA, Prophet, and LSTM to find the best fit for your data.
Integrate with your API: Implement a system to continuously update the model with new data.
Deploy the model: Deploy the model on your provided server using Postgres DB for data storage.
I have expertise in time series analysis, machine learning, and Python. Let's discuss your data and requirements in detail to build a high-performing forecasting solution
