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I need a seasoned AI/ML engineer who can own the full lifecycle of a bespoke model—from data preparation through deployment. You will work with the data I provide (or advise on collection if gaps appear), clean and structure it, then design, train, and fine-tune a solution that is both accurate and efficient. Python, deep-learning frameworks, and solid software-engineering practices are essential, as the final code must be clean, scalable, and fully documented for future iterations. Once the model performs to agreed benchmarks, I will also rely on you to expose it through a lightweight API or another deployment path that fits our stack, and to walk me through the testing results so I can see exactly how it will behave in production. Deliverables • End-to-end Python codebase with clear comments • Trained model files and reproducible training scripts • Performance report (metrics, confusion matrices or similar) • Optional deployment/API wrapper with usage guide If this fits your expertise, tell me briefly how you would tackle the data pipeline, model choice, and evaluation.
Project ID: 40409714
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Dear Client, I read the project description and understand your requirements. You need an experienced AI/ML engineer to handle the complete lifecycle of a custom AI model, from data preprocessing and model training to deployment and evaluation. I can help you build a scalable, accurate, and production-ready solution using Python and modern deep-learning frameworks. Why Choose Me? 1. I have strong experience in Python, AI/ML development, deep learning, APIs, and software engineering best practices. 2. I can handle the entire pipeline including data cleaning, preprocessing, feature engineering, model selection, training, fine-tuning, evaluation, and deployment. 3. I focus on delivering clean, maintainable, and well-documented code with reproducible training scripts and detailed performance reports. I’m confident I can deliver a high-quality AI solution that meets your benchmarks and future scalability needs. Best regards, Adam Gaafar
$30 USD in 1 day
4.1
4.1
44 freelancers are bidding on average $72 USD for this job

Hello, I am AI engineer with 8 years of experience and worked with more than 121+ clients. Let’s connect to know more
$30 USD in 1 day
6.4
6.4

With hands-on experience in AI/ML projects, I understand the importance of meticulous data preparation and model fine-tuning. Leveraging Python and deep-learning frameworks, I ensure clean, scalable code that meets your needs. Could you share insights into the dataset size and quality to better strategize the data pipeline and model selection? Regards, Yogesh Kumar
$20 USD in 6 days
6.6
6.6

Hello Dear! Greetings from Toriqul Global Solutions! We are pleased to introduce our company as a reliable and experienced provider of Web Design & Development services. Founded and led by Engineer Toriqul Islam, a B.Sc. graduate in Computer Science & Engineering from Rajshahi University of Engineering & Technology (RUET), our team brings over 10 years of industry experience. At Toriqul Global Solutions, we specialize in building modern, user-friendly, and high-performance websites that help businesses grow and stand out in the digital world. Our design approach focuses on simplicity, elegance, and functionality to ensure maximum user engagement. Technologies We Use: Custom Websites Development Using ======>Full Stack Development. 1. HTML5 2. CSS3 3. Bootstrap4 4. jQuery 5. JavaScript 6. Angular JS 7. React JS 8. Node JS 9. WordPress 10. PHP 11. Ruby on Rails 12. MYSQL 13. Laravel 14. .Net 15. CodeIgniter 16. React Native 17. SQL / MySQL 18. Mobile app development 19. Python 20. MongoDB What you'll get? • Fully Responsive Website on All Devices • Reusable Components • Quick response • Clean, tested and documented code • Completely met deadlines and requirements • Clear communication We would be honored to discuss your project requirements and help bring your ideas to life. Thank you for your time and consideration. Warm Regards, Toriqul Global Solutions
$30 USD in 2 days
5.7
5.7

Hi there,I am pleased to present my proposal for your machine learning project, bringing a rigorous, data-driven approach and a commitment to delivering measurable impact. With expertise in Python, TensorFlow, and Scikit-learn, I design robust pipelines—from advanced data preprocessing and feature engineering to model architecture, training, and fine-tuning. I focus on interpretability, scalability, and performance optimization to ensure real-world applicability. My workflow emphasizes precision, continuous evaluation, and clear communication. I am dedicated to transforming complex data into intelligent, high-value solutions tailored to your objectives. https://www.freelancer.com/u/GdevDataSceince Let's discuss this further via chat, and I'll start your project right now. Thanks Gdev
$20 USD in 7 days
5.8
5.8

I can develop and deploy a custom AI/ML solution based on your requirements mentioned in the job description. The solution will cover the full lifecycle including data preparation, model design, training, evaluation and deployment Best regards, Shawana
$30 USD in 7 days
4.0
4.0

Hello, there, I’ll own the full lifecycle end-to-end, from data prep to deployment, and I can adapt to the data you provide while advising on collection gaps when needed. My approach emphasizes clean, well-documented Python code, robust training pipelines, and a production-friendly API path that fits your stack. I’ll ensure the deliverables are reproducible and easy to iterate on as your benchmarks evolve. A practical risk I’ve seen repeatedly is data drift and pipeline fragility: mismatched schemas, stale labels, or asynchronous data freshness can derail performance in production. I’ll mitigate this with strict data validation, versioned feature pipelines, and end-to-end tests that reproduce production conditions before any deployment. From data pipeline design to model selection and evaluation, I’ll implement a concrete plan: modular data ingestion with validation, transparent preprocessing, and a lean, well-tested training loop in Python using solid software engineering practices. I’ll add a robust evaluation suite (metrics plus confusion- or error-analysis visuals) and a lightweight API wrapper with clear usage docs. A key reliability win is endpoint idempotency and model-versioned caching to avoid duplicate work during retries. Thanks, Jim.
$20 USD in 1 day
2.8
2.8

Hey , I just finished reading the job description and I see you are looking for someone experienced in AI Model Development, Deep Learning, Python, C Programming, Machine Learning (ML), Linux, AI Development and Software Architecture. 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, Adil Yousuf
$10 USD in 2 days
3.7
3.7

Hi, With a focus on MERN stack, my technical prowess is varied yet precise. Especially skilled in Python as well, I have undertaken tasks just like yours several times, shining brightly with my extensive industry exposure of over 5+ years. While I fully comprehend that the core of your project needs hands-on expertise in Python, deep-learning frameworks and scalable software-engineering practices, my familiarity with these areas and complementary tools create an edge. Adapting to both local and international work-cultures I cultivate a nuanced understanding of client needs which could be especially valuable when handling data collection or generating the perfect model for you. Your project demands an end to end responsibility from data preparation through deployment and this is where I excel - not just meticulous at building but equally committed to clean code that is scalable and comprehensively documented for future iterations. Lets have a chat warm regards Usama Ansari
$10 USD in 7 days
2.1
2.1

Hi there. I understand you're looking for a skilled AI/ML engineer to develop a custom model from start to finish. This includes preparing your data, designing and training the model, and ensuring it is ready for deployment. A common challenge is ensuring the data is clean and well-structured, which significantly impacts model performance. I have extensive experience in building and deploying machine learning models using Python and popular frameworks like TensorFlow and PyTorch. My approach would start with a thorough analysis of your data, followed by preprocessing to handle any gaps. Then, I'd select a model based on your specific needs and train it while focusing on accuracy and efficiency. For evaluation, I’d provide a detailed performance report, including metrics and confusion matrices. If needed, I can also set up a lightweight API for deployment. What type of data are you working with?
$20 USD in 7 days
1.8
1.8

As someone with a solid 12-year background in full stack web development and extensive experience in AI, I'm perfectly suited to take on your bespoke model project. My knowledge and skills in Python, deep learning frameworks like TensorFlow and PyTorch, as well as Agile methodologies, will enable me to tackle every aspect of your project with precision—from data collection and preprocessing to training and fine-tuning the model. Moreover, I am well-verses in database management such as MySQL, MongoDB and PostgreSQL which will be valuable when precisely designing an efficient and scalable solution for your project. Throughout my career,I have emphasized clean code writing and documentation which would undoubtedly result in a highly organized end-to-end python codebase with clear comments for your reference in future iterations. Finally, my skill set extends beyond the development stage - I have experience with deploying models through APIs as well. So, once your model has been trained to meet established benchmarks, I'll ensure it effortlessly integrates into your existing tech stack. All these factors combined make me confident that I can contribute positively to your project by developing an effective custom AI model that will be well-documented, performant and elegant in its design. Let's discuss further!
$20 USD in 7 days
1.8
1.8

Dear client, owning the full ML lifecycle from raw data through a production-ready deployment is a challenge I find genuinely exciting, and the way you have scoped this project shows you understand what it actually takes to build something that holds up beyond the notebook stage. My approach would start with a thorough data audit before writing a single line of model code, because the quality of the pipeline almost always determines the ceiling on model performance. From there I would structure the preprocessing steps as reproducible, version-controlled scripts so every training run is traceable, select the model architecture based on your data type and the performance benchmarks we agree on upfront, and iterate on fine-tuning with clear evaluation metrics at each stage so you always know exactly where things stand. The final deliverable would include clean, commented Python code, trained model files with reproducible training scripts, a performance report with the metrics that matter for your use case, and an API wrapper with a usage guide your team can hand off to anyone. I would love to understand more about the problem domain and the data you are working with before proposing a specific architecture. Looking forward to hearing from you!
$750 USD in 15 days
1.4
1.4

Hello Client, It looks like you're working on ProjectDescription, and this aligns perfectly with the type of work I specialize in. I’ve successfully handled projects with the same requirements, and I'm confident I can deliver a solution that is both efficient and reliable. I'm an experienced full‑stack engineer skilled in AI Model Development, Deep Learning, Software Architecture, Python, C Programming, Linux, Machine Learning (ML) and AI Development. My focus is always on scalable architecture that ensure long‑term stability and smooth performance. I take pride in understanding the core needs of a project and transforming them into practical, well‑structured results. How I'd approach your project: - Assess your current setup to identify priorities - Implement a robust, optimized solution - Test thoroughly and ensure smooth delivery I'm available to start immediately and would be happy to discuss further so we can align on expectations, timelines, and deliverables. Clear communication and dependable execution are always my priorities. Looking forward to working with you
$25 USD in 1 day
0.0
0.0

Hi , I’ve carefully reviewed your job post and it’s clear you’re looking for someone with solid experience in Software Architecture, Python, AI Model Development, Machine Learning (ML), C Programming, Deep Learning, Linux and AI Development. This is exactly within my core expertise, and I’m confident I can deliver reliable, high-quality results. Rather than rushing into assumptions, I prefer to understand the project properly. I’d appreciate your clarification on a few points: Is the job description complete, or are there additional requirements or expectations? Do you already have any work completed, or will this be built entirely from scratch? Do you have a preferred timeline or deadline in mind? Why you can confidently work with me: Successfully completed 250+ major projects across different industries Maintained 100% positive feedback over the last 5–6 years Earned 100+ recent 5-star reviews, showing long-term client satisfaction I focus on clear communication, clean execution, and on-time delivery I work as a full-time freelancer and am available 9 AM – 9 PM (Eastern Time), ensuring fast responses and consistent progress. Due to client confidentiality, I share relevant work samples only in private chat. Let’s start a conversation so I can show you similar work and suggest the best approach for your project. Looking forward to working with you. Best regards, Arsalan Khan
$10 USD in 3 days
0.0
0.0

꧁༺༄ ✨ Hello Client ✨ ༄༻꧂ I’m an AI Full-Stack & Mobile App Developer with 8+ years of experience building scalable production systems across web and mobile combining Flutter / React Native apps with strong backend architecture and AI integrations. I’ve reviewed your project and it aligns with my experience building scalable, production-ready systems for mobile and backend. From your description, especially around Custom AI Model Development, this looks like a system that needs to be built with scalability and reliability in mind, not just quick implementation. My focus is on: • Mobile App Development (Flutter / React Native, cross-platform architecture, native iOS/Android integrations when needed) • Backend systems (Node.js / Python, REST & GraphQL APIs, scalable service architecture) • SaaS architecture (multi-tenant systems, RBAC, automation workflows, secure data design) • AI integration (LLMs, RAG pipelines, chatbots, on-device inference, OpenAI / custom AI APIs) • Real-time & offline systems (sync engines, caching, push notifications, offline-first mobile apps) • Cloud & DevOps (Docker, CI/CD pipelines, AWS/GCP, deployment, monitoring, scaling) I focus on building systems that are not just functional, but stable, maintainable, and ready to scale from MVP to production growth. Let’s discuss your goals and I can propose a clear, practical approach for your project. Thanks Stefan
$25 USD in 3 days
0.0
0.0

Hello, With over a decade of experience developing highly scalable and sophisticated mobile applications, I believe my skills in AI development extend far beyond the average developer. I have successfully implemented AI-powered features, leveraged voice-based technologies, and integrated various ML models to enhance user experiences and drive client-specific, data-driven insights. A strong proponent of seasoned analysis and anonymization practices, I would prioritize data cleaning and structuring. From there, I'll employ the most appropriate deep-learning framework to obtain your desired results and ensure seamless model deployment. Committed to lasting client relationships, I take careful steps towards future iterations by maintaining a clean, scalable, and fully-documented code that will undoubtedly ease your team's future workload. Additionally, the performance report you're seeking is an integral part of my process. Through meticulous testing and reporting methods such as metrics evaluation and confusion matrices interpretation, I'm able to offer a comprehensive understanding not only of how fantastic your bespoke model performs but also how it can be improved. My previous clients can attest to my dedication to transparency through consistent updates with zero communication gaps. Let's turn your unique needs into a tailored solution that drives real business results ‒ together! Thanks!
$50 USD in 8 days
0.0
0.0

Hello, Greetings , Good afternoon! I’ve carefully checked your requirements and really interested in this job. I’m full stack node.js developer working at large-scale apps as a lead developer with U.S. and European teams. I’m offering best quality and highest performance at lowest price. I can complete your project on time and your will experience great satisfaction with me. I’m well versed in React/Redux, Angular JS, Node JS, Ruby on Rails, html/css as well as javascript and jquery. I have rich experienced in Linux, Deep Learning, Python, C Programming, AI Model Development, Software Architecture, AI Development and Machine Learning (ML). For more information about me, please refer to my portfolios. I’m ready to discuss your project and start immediately. Looking forward to hearing you back and discussing all details.. Looking forward to hearing from you soon
$10 USD in 6 days
0.0
0.0

Hello, As an AI/ML engineer with a vast experience spanning over 30 projects, many with AI integration, your AI model development project sounds exciting and well within my expertise. I have built a variety of web applications, automation systems, and AI-powered tools, bringing my Full Stack developer skills including deep knowledge in Python and familiarity with deep learning frameworks that are essential for this job. Starting from the data pipeline, I would efficiently work with your provided data or suggest collection methods if necessary, ensuring it is cleaned and structured to meet the specific requirements of the model. In choosing the model that will serve your needs best, I'll rely on solid software-engineering practices to make informed choices based on your data. To evaluate the performance of the proposed model, I'd provide comprehensive reports featuring relevant metrics and any other visualizations necessary to demonstrate its effectiveness. My strong suite in terms of deployment is also invaluable. I'm capable of creating lightweight APIs that align perfectly with diverse stack configurations. Additionally, my commitment to clean and fully documented coding practices will ensure you have lasting control over your customized product. By working together closely, we can nail down testing results that align perfectly with your requirements before considering future iterations or possible enhancements. With my capabilit Thanks!
$10 USD in 2 days
0.0
0.0

Hi, your project caught my attention because you need one person to handle data cleaning, model training, testing, and a small API, which is exactly the kind of end to end AI work I enjoy. Recently I built a Python deep learning model for a small operations team that turned messy CSV and text data into clean training sets, trained the model, and exposed it with FastAPI. The hardest part was bad labels and uneven classes, so a quick model looked fine in training but failed on new samples. I first tried basic cleanup and one train split, but the scores were not stable, so I moved to a versioned pipeline with Pandas, PyTorch, scikit learn checks, and fixed test sets because it is easier to repeat and safer than one off notebooks or a black box AutoML tool. For your work, I would first profile the data, then choose a simple baseline before a deeper model, then use clear metrics and confusion matrices, with clean scripts and docs so you can retrain later. What type of data will the model use, and do you already have target labels or benchmark results in mind? I can review your data sample this week and map the first model plan with you. Best, maxwell
$10 USD in 2 days
0.0
0.0

Hi, We are available to take this on and get your AI/ML model working perfectly. The main issue with bespoke models is usually data pipeline misalignment or evaluation metrics not aligning with production behavior. Are you planning to use modern deep learning frameworks and do you want the deployment to be a lightweight API using FastAPI or a different approach that fits your stack? Our team recently built a similar model pipeline for a client that needed clean data preparation and custom deployment. We developed a validated training script and exposed the solution via an API, then validated the manifest structure to ensure the deployment was scalable. Our fix stopped their data latency issues and made the whole training process way faster for their team. I am eager to discuss the project further. Reach out to initiate a conversation! Best regards, Quantum Code Solutions.
$18 USD in 7 days
0.0
0.0

Hey! With expertise spanning from custom websites and SaaS platforms to AI-powered systems, I am confident in my ability to tackle every aspect of your project - from data preparation, model design, and training right through to deployment and evaluation. Data cleansing and structure are critical for building an accurate model, which is something I am meticulous about. In terms of model choice, I believe in tailoring them based on the specific needs of each project, keeping Python's deep learning frameworks at the forefront. Your project stands out because it demands a comprehensive understanding of the software engineering practices behind machine learning models. My track record in designing clean, scalable codebases complemented by my proficiency in Python, deep learning frameworks, REST APIs and database management make me uniquely suited to meet your deliverables. Drawing from my experience of creating lightweight API wrappers for AI models and providing extensive documentation that allows clients to interpret the model's behavior in production en9vironments, rest assured that I can deliver on those fronts as well. Choose me if you're looking for an AI/ML engineer who wields state-of-the-art practices with precision, can elucidate complex technical concepts simplyeasily & has a proven ability to produce robust and efficient AI solutions that align with a client's business objectives.
$20 USD in 8 days
0.0
0.0

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