
Closed
Posted
Paid on delivery
The project involves building a complete predictive-analytics engine that ingests structured data from our existing spreadsheets and SQL databases, then delivers clear, actionable forecasts inside a user-friendly application. Core tasks • Design data-processing pipelines: cleaning, feature engineering and pattern recognition on millions of structured rows. • Develop and train machine-learning and deep-learning models—scikit-learn for baselines, then TensorFlow / PyTorch for advanced networks—focused on maximising predictive accuracy. • Validate results with cross-validation and well-chosen metrics (RMSE, AUC, etc.) and iterate until agreed performance thresholds are reached. • Wrap the final model in a lightweight API and integrate it into a desktop or web front-end (Python + FastAPI or similar). Deliverables 1. Reproducible codebase with clear comments and requirements.txt. 2. Trained model artefacts and versioned datasets. 3. Deployment-ready application with step-by-step run instructions. 4. Brief report explaining model choices, feature importance and how to retrain with new data. Acceptance criteria • End-to-end pipeline runs on my machine in one command. • Predictive performance meets or exceeds the benchmark we set together. • Code passes a quick peer review for clarity and PEP 8 compliance. While the immediate focus is predictive analysis on structured data, the design should stay flexible so we can later experiment with unstructured inputs or move toward prescriptive insights without rewriting the entire stack.
Project ID: 40528003
34 proposals
Remote project
Active 1 day ago
Set your budget and timeframe
Get paid for your work
Outline your proposal
It's free to sign up and bid on jobs
34 freelancers are bidding on average ₹49,507 INR for this job

Hi, I can help build a complete predictive analytics solution that covers data preprocessing, feature engineering, model training, evaluation, and deployment in a user-friendly application. I have experience working with Python, Pandas, Scikit-learn, TensorFlow, PyTorch, FastAPI, SQL databases, and data pipelines. The solution will be designed to handle large structured datasets, provide reproducible results, and remain flexible for future enhancements such as unstructured data processing and advanced analytics. The final deliverable will include a complete ML pipeline, trained models, deployment-ready application, API integration, documentation, and a clear report explaining model performance, feature importance, and retraining procedures. A few quick questions: 1. Is the prediction problem classification, regression, or forecasting? 2. Approximately how many records and features are available in the dataset? 3. Do you prefer a web-based dashboard or a desktop application for the final solution? I am confident in delivering a scalable, maintainable, and well-documented solution that meets your performance goals. Looking forward to discussing the project further.
₹56,250 INR in 20 days
7.6
7.6

Hello, I trust you're doing well. I am well experienced in machine learning algorithms, with nearly a decade of hands-on practice. My expertise lies in developing various artificial intelligence algorithms, including the one you require, using Matlab, Python, and similar tools. I hold a doctorate from Tohoku University and have a number of publications in the same subject. My portfolio, which showcases my past work, is available for your review. Your project piqued my interest, and I would be delighted to be part of it. Let's connect to discuss in detail. Warm regards. please check my portfolio link: https://www.freelancer.com/u/sajjadtaghvaeifr
₹56,250 INR in 7 days
7.2
7.2

Hi sir, Thank you for giving opportunity for biding... we have gone through your requirements and we can do your Machine Learning Predictive Analytics development stuff according to your exact requirements. Why You Need To Go With Us? And What Special you get with us. • Your vision = Our mission • Your idea + Our expertise = Winner on Web • Cutting edge web technology & design • Innovative, Cost effective & Customized service • Pragmatic Approach • Constant communication with clients • Consistent performance • On-time delivery • Maintenance of global quality standards • Your online business + Our experience = Your success Python, Data Analytics, Data Science Portfolio IoT Data Analysis for Dairy Refrigerator Temperature Monitoring Real-time Object Detection using OpenCV and YOLO Supply Chain Management System Enterprise Data Warehouse Implementation Cloud Data Lake Migration Web Application Development for Wind Turbine Performance Prediction Data Analytics Platform for Supply Chain Optimization AI Bill System AI Try Dress
₹37,500 INR in 15 days
5.2
5.2

Good to see this project, We will build your predictive analytics engine: data pipelines, model training (scikit-learn baselines, then TensorFlow or PyTorch), API serving via FastAPI, and a front end for forecasts. On architecture, we will structure the pipeline as modular stages (ingest, transform, train, serve). Each stage will be independently testable. That makes swapping in unstructured inputs or prescriptive logic later a config change, not a rewrite. A couple of quick things to confirm: 1) What volume of rows are we working with, and is the SQL database PostgreSQL, MySQL, or another engine? 2) Is the front end preferred as a web dashboard or a desktop app? The number quoted here is a starting estimate. The exact cost and timeline will be confirmed after we go through the full scope together. Looking forward to talking through the details. Faizan
₹42,629 INR in 13 days
4.9
4.9

Krishna here from Delhi. As you seek a proficient mind to design, build, and deploy a complete predictive-analytics engine using machine learning, you need look no further. My name is Krishna Kant, an expert in artificial intelligence (AI) who is passionate about tailoring bespoke solutions for complex business challenges. Leveraging my strengths in API development, Deep Learning, and Machine Learning (ML) with Python, I assure you of an efficient and applicable execution of your project. My AI repertoire stretches from machine/deep-learning models to neural networks for predictive modeling and anomaly detection. Not only do I develop clean and comprehensive pipelines for data-processing at scale - perfect for handling the millions of structured rows involved in this task - but my background also extends to delivering user-friendly applications that harness the transformative power of AI. This includes models focused on predicting inventory/demands and even automating tasks with robotic process automation (RPA). Furthermore, I bring a promise of not only meeting but exceeding your benchmarked expectations. I've successfully deployed systems that analyze medical images to detect ailments earlier while offering better patient care.
₹56,250 INR in 7 days
6.0
6.0

Hello, I have read the detail of your project ("I have done similar project"), I’m sure can solve the task, provide correct result, free revision guarantee. My background is in statistics and applied mathematics using Python/R/JS programming for model statistics, predictive analytics, machine learning and artificial intelligence. I'm expert: - Machine-learning, deep-learning models - Python use scikit-learn for baselines - TensorFlow / PyTorch for advanced networks - Maximize predictive accuracy. Please share your data, I'm available, budget/time negotiable. Thank you. Best rgds, Bambangpe
₹37,500 INR in 5 days
4.3
4.3

Hi, I can develop a complete predictive analytics platform covering data pipelines, feature engineering, machine learning, deep learning, model evaluation, API development, and application integration. I have experience with Python, Pandas, Scikit-learn, TensorFlow, PyTorch, FastAPI, SQL, Predictive Analytics, Feature Engineering, and Data Processing. The solution will include reproducible code, trained models, performance evaluation, feature importance analysis, deployment-ready APIs, and a scalable architecture that can be extended to support unstructured data and future AI enhancements. Please let me know further. Thanks.
₹56,250 INR in 7 days
3.7
3.7

Hi, I've built quantitative trading and predictive systems that process millions of records, perform feature engineering, train ML models, and deploy them through production APIs. Your requirement aligns closely with the kind of end-to-end data pipelines I work on regularly. Before discussing timelines or cost, I'd like to ask one question: what exactly are you trying to predict? The answer will determine whether a simple ensemble model can outperform a much more complex deep-learning approach, potentially saving significant development time and cost. If you're open to a quick chat, I can also suggest a validation framework and architecture that will keep the system flexible for future unstructured-data use cases without requiring a major rewrite. Looking forward to discussing the project. Best Regards Aryan
₹45,000 INR in 7 days
3.0
3.0

Hello, I can build a complete predictive analytics solution covering data ingestion, preprocessing, feature engineering, machine learning/deep learning model development, validation, and deployment. I have experience with Python, Scikit-learn, TensorFlow, PyTorch, SQL, and FastAPI, and will deliver a clean, reproducible codebase, trained models, deployment-ready application, and documentation. The system will be designed for scalability, maintainability, and future expansion into more advanced analytics and unstructured data processing. I’d be happy to discuss your data, performance targets, and deployment requirements. Best regards Apoorva
₹37,500 INR in 10 days
2.4
2.4

Dear Client, Thank you for posting this project. I have extensive experience in AI automation. I'm confident I can deliver high-quality results: - Technical expertise: Proven track record with similar automation projects - Timeline: Efficient delivery with minimal delays - Support: Full testing and debugging included I'm ready to start immediately and am flexible with communication. I would appreciate the opportunity to discuss your specific requirements in detail. Best regards, Petrovich
₹37,500 INR in 7 days
2.3
2.3

With vast experience and an unyielding commitment to deliver results-oriented solutions, I believe I'm the perfect fit for your Machine Learning Predictive Analytics project. My background in AI and Cloud Data Engineering ensures that I can develop robust data-processing pipelines, carry out proficient Deep Learning and Machine Learning using scikit-learn, TensorFlow, or PyTorch, and validate results effectively with techniques like cross-validation. Forecasting and attaining accurate predictive results is the ultimate goal, and my extensive experience guarantees that we will reach the agreed performance thresholds before delivery. I am capable of handling large-scale data sets efficiently while delivering clear, easily understandable analytics through APIs integrated on either desktop or web platforms. Additionally, my proficiency in languages like Python as well as my ability to work with SQL databases will be valuable in terms of training models and transforming your existing structured data into actionable insights. Your project also requires a candidate capable of implementing scalable and flexible solutions; this is my forte. I build systems aligned with businesses direction to better support future experiments such as prescriptive insights on unstructured inputs or more advanced analytics without hindrance.
₹70,000 INR in 30 days
2.7
2.7

Leveraging my extensive experience at the intersection of data science and statistical analysis, I understand the power of predictive analytics in driving business growth. With proficiency in ML, deep learning, and Python, I possess the necessary skill set to design a robust data-processing pipeline and bring your predictive-analytics engine to life. Having optimized marketing campaigns and streamlined targeting using data-driven insights, I am well-versed in developing models that exceed performance thresholds. My unique blend of technical dexterity, statistical knowledge, and knack for transforming complex data into actionable strategies makes me an ideal match for your project. Drawing on over a decade in the industry, I've honed a high standard of excellence. My codebase always includes clear comments and detailed requirements to ensure usability and maintainability in your developer team's hands. Beyond delivering on the immediate scope of structured-data analysis, I appreciate the emphasis on flexibility and scalability in your project description. With a commitment to continuous learning and staying ahead of trends, I'll help future-proof your system for unstructured inputs or towards prescriptive insights down the line. Handing you artefacts with crystal-clear explanations of model choices and feature importance is guaranteed while making retraining as effortless as possible.
₹75,000 INR in 7 days
0.0
0.0

Hi, I specialize in building robust machine learning solutions. With over 15 years of experience in software development, particularly in Python and machine learning, I can create a predictive-analytics engine tailored to your needs. I will design data-processing pipelines to clean and engineer features from your structured data, then develop and train accurate models using scikit-learn, TensorFlow, and PyTorch. My approach focuses on achieving the best predictive accuracy through systematic validation and iteration, ensuring results meet the agreed performance thresholds. Additionally, I will wrap the final model into a lightweight API to facilitate seamless integration with your front-end application. My deliverables will include a reproducible codebase, trained model artifacts, and detailed documentation for easy deployment. Given the complexity and depth of your project, I am proposing to complete this for 75,000 INR, ensuring quality and reliability. Looking forward to the opportunity to work together to transform your data into actionable insights. Regards, Anil Kamani
₹40,000 INR in 30 days
0.0
0.0

Hi, this sits right where I work: data pipelines, ML models, and a clean FastAPI service around them. I'm an applied-ML student and build exactly this kind of stack, so going from your spreadsheets and SQL to a trained model behind an API is familiar ground. How I'd approach it: first the data layer, ingest from the sheets and SQL, clean it, and build a feature pipeline that handles millions of rows. Then scikit-learn baselines to get an honest performance floor, with proper cross-validation and the right metric (RMSE or AUC). Only then heavier models if the data justifies them. Finally a lightweight FastAPI service around the model plus a simple front-end, a README so it runs in one command, and a short report on model choices and feature importance. One thing to be straight about: my core is the data engineering, classical ML, and the API and architecture. I can take the deep-learning side into TensorFlow or PyTorch where it earns its place, but I'd start simple and add depth only if it moves the metric, not promise a giant network up front. Since I'm new here, let's lower your risk: start with a small first milestone, the data pipeline plus a scikit-learn baseline with real numbers, so you see honest performance before committing to the rest. One question: roughly how many rows and columns, and what are you predicting (the target, and is it a number or a category)? That shapes the model choice.
₹37,500 INR in 25 days
0.0
0.0

"We recently wrapped up a project very similar to this. We've built a predictive-analytics engine for data-driven applications which has garnered exceptional results. We specialize in developing user-friendly applications with seamless integration and automation. With 75+ 5-star reviews, we rank in the top 1% among 75 million users! Understanding the need for a clean, professional, and integrated solution, we excel in designing data-processing pipelines, training machine-learning models, and developing deployment-ready applications. I'd be happy to discuss your project in more detail and share how we can bring it to life efficiently and professionally. Best case, we work together. Worst case, you get free advice that helps you move forward. Regards, Martinus."
₹56,250 INR in 7 days
0.0
0.0

Bengaluru, India
Member since Jun 20, 2026
$30-250 USD
₹12500-37500 INR
$30-250 USD
$250-750 USD
$3000-5000 USD
₹400-750 INR / hour
$25-50 USD / hour
$25-50 USD / hour
₹750-1250 INR / hour
€30-250 EUR
$250-750 USD
₹250000-500000 INR
₹37500-75000 INR
$30-250 USD
$750-1500 USD
$750-1500 USD
₹12500-37500 INR
$3000-5000 USD
€30-250 EUR
₹1500-12500 INR