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- Developed ChurnShield, an end-to-end AI-powered platform for customer churn prediction and retention intelligence, utilizing Python, FastAPI, TensorFlow, and Streamlit. - Created a custom Artificial Neural Network (ANN) featuring three dense layers, batch normalization, dropout regularization, early stopping, and Adam optimization for churn prediction. - Implemented industry-specific machine learning pipelines for telecommunications and banking datasets, incorporating automated preprocessing and feature engineering. - Established intelligent churn risk classification systems that categorize customers into high, medium, and low-risk groups based on probability scoring. - Designed an interactive, cyberpunk-inspired analytics dashboard for real-time KPI monitoring, risk segmentation, customer intelligence cards, and predictive insights. - Developed dynamic customer risk profiles, including churn probability analysis, personalized retention strategies, and next-best-action recommendations. - Produced advanced model analytics encompassing accuracy, precision, recall, F1 score, ROC-AUC, confusion matrix, feature importance analysis, and risk distribution visualization. - Implemented AI-driven retention planning systems that generate personalized customer retention campaigns and strategic business recommendations. - Engineered scalable REST APIs using FastAPI, featuring file upload processing, model training, prediction endpoints, health monitoring, and what-if analysis capabilities. - Created automated data preprocessing pipelines that handle missing values, categorical encoding, normalization, feature scaling, and industry-specific transformations. - Developed customer segmentation engines capable of analyzing hundreds of customers to identify high-value retention opportunities. - Designed interactive Plotly visualizations for feature importance analysis, churn distribution monitoring, confusion matrices, and performance analytics. - Built a responsive multi-page application architecture utilizing custom HTML, CSS, JavaScript, and advanced UI/UX animations. • Implemented explainable AI concepts using feature importance scoring, driver analysis, and churn factor interpretation for business decision-making. • Developed automated retention playbooks generating customer-specific intervention plans, loyalty programs, discount strategies, and engagement campaigns. • Experienced in Machine Learning, Deep Learning, Artificial Neural Networks, Generative AI, FastAPI, TensorFlow, Streamlit, Data Analytics, and Business Intelligence Solutions. • Skilled in Python, TensorFlow, Scikit-Learn, FastAPI, Streamlit, Plotly, Pandas, NumPy, Machine Learning Pipelines, API Development, and Full-Stack AI Application Development.
Project ID: 40495798
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44 freelancers are bidding on average ₹24,885 INR for this job

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
₹65,000 INR in 7 days
7.2
7.2

I'm a full-stack ML engineer with proven expertise building production-grade churn prediction systems. I've shipped ChurnShield — an end-to-end AI platform covering telecommunications and banking use-cases with custom ANNs (batch normalization, dropout, early stopping, Adam optimization), automated preprocessing pipelines, and intelligent risk segmentation (high/medium/low). The system includes a scalable FastAPI backend with file upload, model training, prediction, and what-if analysis endpoints, plus an interactive Streamlit dashboard featuring real-time KPI monitoring, customer risk profiles, personalized retention strategies, and next-best-action recommendations. I've implemented explainable AI through feature importance analysis and churn factor interpretation, and designed automated retention playbooks generating customer-specific campaigns. Additional expertise in TensorFlow, scikit-learn, Plotly visualizations, and full-stack development (Python, FastAPI, Streamlit, React). Ready to architect and deliver similar systems immediately.
₹35,000 INR in 7 days
6.1
6.1

Hi, I’m an AI expert with professional experience in computer vision, with a proven track record of working on complex image processing and AI/ML model development. With skill sets: • Algorithm Development: Strong understanding of computer vision algorithms and techniques, including convolutional neural networks (CNNs), object detection, image segmentation and feature extraction. • Model Training & fine-tuning: Develop and train machine learning models tailored for image analysis and visual data interpretation. I have worked on some well-known models like YOLO, RCNN, U-Net, Deeplab, ViT etc. • AI Integration: Implement and integrate AI models into existing software and hardware systems, ensuring high performance and scalability. • Data Analysis: Analyze and process large datasets of images and video feeds to identify patterns, trends, and insights. • Data Handling: Experience in handling and processing large datasets, including image and video data. Familiarity with data augmentation techniques and synthetic data generation. • Performance Optimization: Optimize algorithms and models for real-time processing and ensure they can handle large-scale data efficiently. • Programming Skills: Proficient in programming languages such as Python. Experience with deep learning frameworks like TensorFlow, PyTorch, or Keras. • Tools & Libraries: Proficiency with OpenCV, scikit-image, and other relevant libraries. Experience with version control systems like Git.
₹25,000 INR in 7 days
5.8
5.8

As Mahad Sheikh, a seasoned freelance web and software developer, I take immense pride in creating smart, scalable, and future-ready digital solutions. Your project of AI-driven customer retention platform development resonates deeply with my expertise and skill set. Having developed ChurnShield from scratch - an AI-powered platform for customer churn prediction and retention intelligence, I am well-versed in Python, FastAPI, TensorFlow, and Streamlit. What sets me apart is my ability to transform complex requirements into clean, reliable and high-impact digital systems. From implementing industry-specific machine learning pipelines to designing interactive Plotly visualizations and producing advanced model analytics, I have hands-on experience offering full-stack AI application development solutions. Lastly, in compliance with your requirement of developing automated retention playbooks generating customer-specific intervention plans along with loyalty programs and discount strategies, my project portfolio aligns closely with your needs. Constantly focusing on practical innovation while ensuring scalability at the core has been my driving force and promise for every client. Let me turn your ideas into a powerful reality that delivers real business value.
₹25,000 INR in 5 days
5.2
5.2

Hello, your "AI-driven Customer Retention Platform Development" project is right in my wheelhouse. I develop modern JavaScript apps end to end — React/Vue/Next on the front and Node/Express on the back, in TypeScript where it helps. Working with python, machine learning (ml), data analytics, numpy, data visualization, api development, pandas, fastapi, streamlit, artificial neural network, I focus on responsive, fast UIs, clean component structure, and reliable APIs — no page-builder shortcuts. I'll lock down the scope and key flows first, then ship in reviewable increments. Let's hop on a quick chat to align on your requirements? ⭐ 5.0/5 from a recent client: "This was wonderful experience and I also got an addtional choice of updating budget and other features which was not available in the old version of my existing software that I used to perform my d…" Final timeline and cost will be confirmed in chat after a complete understanding and documentation of the project expectations in detail.
₹30,000 INR in 6 days
4.2
4.2

Hi, Krishna here from Delhi - we are a team of 20+ engineers and have completed more than 300 projects with 4.7 rating. We have gone through your project requirements and would like to schedule a discussion call please. Among our many accomplishments, we have built ChurnShield, a comprehensive AI-powered platform similar to your requirements. This platform utilizes advanced machine learning techniques, such as my designed Artificial Neural Network (ANN), to accurately predict churn risk and facilitate precise customer retention strategies.
₹25,000 INR in 7 days
3.8
3.8

Hi I have hands-on experience building AI-powered analytics and prediction platforms, including ChurnShield, an end-to-end customer churn prediction and retention intelligence system developed using Python, FastAPI, TensorFlow, Streamlit, and Plotly. The platform features custom ANN models, automated preprocessing, explainable AI, customer segmentation, risk scoring, retention recommendations, interactive dashboards, and scalable REST APIs. This experience aligns well with developing research-grade AI solutions, reproducible machine learning pipelines, model evaluation, explainability, and comprehensive documentation. I can leverage this expertise to deliver a high-quality, publication-ready study with strong experimental validation and clear reporting. Please let me know further. Thanks.
₹25,000 INR in 6 days
3.5
3.5

As an AI enthusiast with extensive Python and data visualization skills, I am thrilled about the prospect of developing an AI-driven Customer Retention Platform for your business. With 14 years of relevant experience, I have honed my skills in AI, Machine Learning, Deep Learning, and Full-Stack Development to cater precisely to such demands. Past experience designing intuitive dashboards like the ones needed for this project has taught me that a good retention platform doesn't just churn out numbers; it presents insights that allows targeted interventions in the form of loyalty programs, discount strategies, and engagement campaigns that work effectively. And that's what you can expect from me: a robust system buttressed by sophisticated algorithms to dissect churn factors and generate precise strategies for every customer. Choosing me as your partner guarantees more than just another successful project completion. What you get is a professional who understands your needs, values your time and offers unflagging support throughout the journey. Let's join forces to improve your customer retention rates and drive sustainable growth on your platform!
₹37,000 INR in 7 days
3.4
3.4

I’ve built and deployed end-to-end AI/ML systems using Python, FastAPI, TensorFlow, and modern data pipelines, including customer churn prediction platforms with real-time inference APIs, automated preprocessing workflows, and scalable backend architectures for production-grade analytics applications.
₹25,000 INR in 7 days
3.1
3.1

Hello Sir, I have 5 years of experience working with Python Development. Let's discuss this further. Thanks, Bhargav.
₹25,000 INR in 7 days
2.4
2.4

Having completed over 100 successful projects in mobile app development, I bring my comprehensive expertise, adaptability, and constant pursuit of client satisfaction to the field of AI-driven Customer Retention Platform Development. Though my core proficiency lies in Native Android and iOS programming, these skills have been honed by an enduring passion for all things tech which has seen me also accumulate sound knowledge and practice in Python and AI implementation. Drawing on 8+ years working within the tech industry, I understand the nuances of technology's role in ensuring customer retention and the incredible potential of AI for peak performance. My specialization in developing responsive multi-page applications with custom HTML, CSS, JavaScript, and advanced UI/UX animations aligns adeptly with your desire for a visually striking customer interface. An experienced TensorFlow user myself, I truly appreciate the importance of accurate churn prediction in an AI-driven CRM project like this. Hence my commitment to building a highly efficient artificial neural network is complemented by robust batch normalization, dropout regularization, early stopping and Adam optimization.
₹25,000 INR in 7 days
2.5
2.5

Your TensorFlow/Keras project is a strong fit for my background. With a computational-science background, I develop deep-learning models in Python (PyTorch/TensorFlow) and handle the whole workflow from data pipelines to evaluation and well-documented code. Send the details and I'll get started right away.
₹37,500 INR in 7 days
2.0
2.0

Hi , I reviewed the comprehensive technical requirements for ChurnShield. Building an enterprise-grade retention intelligence platform requires clean structural decoupling—ensuring that deep learning models compile optimally while background data pipelines and REST APIs remain highly performant. Here is my technical approach to engineering your ChurnShield platform: Custom Deep Learning Architecture: I will build the deep ANN using TensorFlow/Keras, strictly implementing your specified 3-dense-layer structure. I will incorporate BatchNormalization for training stability, Dropout layers to combat overfitting, and wrap the training loop with an EarlyStopping callback optimized via the Adam algorithm. Production-Ready FastAPI Backend: I will design scalable, asynchronous REST endpoints featuring isolated routers for data preprocessing, secure file uploads, active model training triggers, and custom what-if analysis logic to test hypothetical customer retention scenarios. Robust Feature Engineering: I will build industry-specific parsing pipelines tailored for telecom and banking datasets, handling missing value imputations, categorical encoding, and churn risk classification (High/Medium/Low) based on precise soft-max probability scoring.
₹15,000 INR in 5 days
1.0
1.0

Hi there! I have extensive experience in developing AI-driven platforms like ChurnShield for customer churn prediction and retention intelligence using Python, FastAPI, TensorFlow, and Streamlit. Your project's emphasis on creating a clean, professional, and user-friendly solution aligns perfectly with my skill set. Specifically, I excel in developing seamless and integrated machine learning pipelines for automated data preprocessing, feature engineering, and customer segmentation. My expertise in FastAPI, TensorFlow, and advanced UI/UX design will ensure a streamlined and efficient project delivery. I am the right person for this project because of my proven track record in developing AI-driven solutions and my commitment to speedy communication and fast turnaround times. I am available for a quick chat! Best Regards, Ty
₹26,250 INR in 7 days
0.8
0.8

Hello Dear, I am Jagmohan Kumawat, a multidisciplinary digital expert with 5+ years of experience building luxury websites, mobile apps, digital marketing, automations, intelligent systems and high impact creative assets. My focus is always on delivering results with precision, style and longterm scalability. Signature Excellence • Luxury Websites & Web Systems • iOS & Android Mobile App Development • Custom API Integrations • Advanced Workflow Automation & AI Systems • Salesforce CRM Setup, Flows & Cloud Integrations • Professional Branding & UI/UX • Social Media Content & Digital Strategy • E-Commerce Systems & Automation • Premium Video Creation & Cinematic Editing Technology & Creative Mastery Node.js | React | Laravel | WordPress | PHP | JS | Shopify | Android/iOS | Salesforce Cloud | CRM Automations | REST APIs | Firebase | AI Solutions | Figma | Adobe Suite (Illustrator, Photoshop, Premiere Pro, After Effects) Canva Pro | AutoCAD | Motion Graphics & AI Video | Digital Marketing | Content Writer | SEO/SMO I’m ready to take your project forward with precision, creativity and technical excellence. Feel free to share more details. I will prepare a customize plan for your exact needs. Best Regards Jagmohan Kumawat
₹25,000 INR in 7 days
0.0
0.0

As a battle-tested AI engineer with a particular fondness for churning the numbers and constructing predictive models, I believe I'm excellently positioned to develop a robust AI-driven customer retention platform. My proficiency in Python, FastAPI, TensorFlow, and Streamlit will not only ensure top-grade data processing but also enable me to build an interactive dashboard that delivers real-time KPI monitoring and actionable retention strategies. My track record of creating tailor-made artificial neural networks encompassing strategic considerations such as dropouts and early stopping validates my ability to design effective churn prediction models. In fact, I pioneered ChurnShield - an end-to-end platform - which successfully deploys similar tactics to classify customers into high, medium, and low-risk groups. Such intricate understanding and dissection of customer behavior will immensely benefit your project. Another aspect I bring to the table is my flair for comprehensible data presentation through interactive visualizations using Plotly. This skill marries exceptionally well with your need for an analytics dashboard and feature importance analysis. Adhering to this theme of efficient project delivery, I also possess a thorough command over API development and full-stack AI application development that would enable building scalable endpoints.
₹20,000 INR in 7 days
0.0
0.0

Hi, I am an IITian with 10+ years of experience to develop similar projects ,I will build the churn prediction platform using FastAPI for model serving with async endpoints, TensorFlow 2.x for the ANN (Dense + BatchNormalization + Dropout layers with Adam optimizer and EarlyStopping callbacks), and Streamlit for the retention dashboard. I'll implement scikit-learn pipelines for preprocessing with StandardScaler and LabelEncoder, integrate industry-specific feature engineering modules, deploy the model via Docker containers with Redis caching for predictions, and set up PostgreSQL for storing churn scores with TimescaleDB for time-series analytics. Kindly click on the chat button so I can share you my relavant projects. Lets connect
₹12,500 INR in 7 days
0.0
0.0

As an accomplished technical lead, I have an impressive track record of creating AI-driven platforms that bring tangible results to my clients. My previous projects speak for themselves - I've built solutions that have generated millions in revenue post-launch and scaled platforms to handle billions of operations. With a deep understanding of Python, TensorFlow, Scikit-Learn, FastAPI, Streamlit, Plotly among others, I can synthesize your software requirements into an industry-leading product. In addition to technical skills, I also bring valuable leadership and management experience to the table—a key factor in driving efficient and forward-thinking projects. I offer end-to-end ownership which prioritizes your business goals at every stage from idea generation to architecture design, and final deployment. Furthermore, customers appreciate my clear communication lines ensuring smooth project progress updates while incorporating any new ideas or solving emerging challenges as they come up. Let's collaborate on this project to leverage the power of AI and drive your customer retention platform into a new dimension!
₹25,000 INR in 7 days
0.0
0.0

Hello, I am an AI/ML Engineer with experience building end-to-end predictive analytics platforms. Recently, I developed ChurnShield, an AI-powered customer churn prediction and retention intelligence system using Python, TensorFlow, FastAPI, and Streamlit. The platform features a custom ANN model with batch normalization, dropout regularization, and automated preprocessing pipelines for churn prediction. My expertise includes machine learning, deep learning, data analysis, feature engineering, API development, and interactive dashboard creation. I have experience delivering actionable business insights through customer segmentation, risk scoring, retention recommendations, and advanced model evaluation metrics. I focus on clean, scalable code, thorough documentation, and delivering solutions that generate measurable business value. I would be excited to contribute to your project. Best regards.
₹16,000 INR in 10 days
0.0
0.0

Hello, I can help with AI-driven Customer Retention Platform Development. I specialize in automation, API integrations, AI-assisted workflows, backend services, and production-ready web systems. My approach is to first confirm the exact requirements, then deliver a working milestone quickly, with clear progress updates and testable results. For this bid I propose 5 day(s) and a budget of 12500.0. Relevant areas I identified: Python, Machine Learning (ML), Data Analytics, NumPy, Data Visualization, API Development, Pandas, FastAPI, Streamlit, Artificial Neural Network. I can start by reviewing your current assets/specification and sending a concrete implementation plan before the first milestone.
₹12,500 INR in 5 days
0.0
0.0

Rajkot, India
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