AI LLM Object Mapping

@Microlent

Hello, I offer expert LLM object mapping—schema-driven extraction, ontology alignment, and custom mapping strategies across domains beyond healthcare/finance/e‑commerce. What I provide: Structured outputs: Constrain LLM responses to JSON/Pydantic/Zod schemas for reliable parsing; use function calling or strict schema modes where supported. Mapping strategies: Design prompt+parser pipelines, retry/repair, and validation layers to map unstructured text to objects with type safety and enums. Ontology alignment: Apply RAG‑assisted concept matching and post‑processing for ontology/object graph mapping when taxonomies differ. Tooling: Implement adapters in Python with LangChain/LlamaIndex or direct SDKs, plus logging and evaluation harnesses to measure precision/recall. Approach: Phase 1: Define target object schemas and edge cases; assemble gold examples and evaluation metrics. Phase 2: Prototype mappers with structured outputs, add validators and auto‑repair; test on held‑out data. Phase 3: Scale with batching, caching, and RAG for domain knowledge; add monitoring and drift checks. Ready to share relevant projects and propose a tailored plan prioritizing security, accuracy, and maintainability. Best regards, Vicky Keswani

@LiveExperts

Hello, At Live Experts, we recognize that your project requires the skills and expertise of a freelancer deeply familiar with AI language models, and this is where I come in. With my extensive background in Java, Machine Learning (ML), Python, and Software Architecture coupled with the comprehensive work done by our team in Big Data Analysis and Artificial Intelligence, I am confident I can provide the solution you need. Whether it's defining and implementing custom mapping strategies for your LLMs or creatively applying my AI knowledge across diverse domains beyond just healthcare, finance, and e-commerce; I am dedicated to navigating every challenge with ingenuity and precision. My problem-solving aptitude paired with analytical thinking ensure that no matter how complex the problems project poses, an effective solution will be wrought. The core of what Live Experts stands for is delivering top-notch quality work to fulfil client expectations. Our aim is to transform your ideas into an actuality, wholly tailored to your satisfaction. Therefore, if you're seeking a freelancer who not only possesses hands-on experience with AI/ML technologies but also has a proven track record of building successful AI projects: look no further! Thanks!

@paul612

As an experienced and versatile developer, my skillset aligns perfectly with your AI LLM object mapping project. Over the course of my career, I've gained a deep understanding of AI and ML technologies, specifically working with hybrid models like LLMs. This includes not only a familiarity but a proficient command on key techniques like YOLO and ONNX which you mentioned in your requirements. Moreover, I can provide a powerful python based solution optimized for object tracking and video feed/play functions to suit mobile devices in real-time. My experience in developing web-based applications using yolo and onnx will help me not only review and improve your existing code but also ensure optimization at every level of code implementation while maintaining the key features of the app like multi-device compatibility. My knowledge extends beyond just pure programming. I believe that my background in CAD/CAM engineering, Game Development, Metaverse (AR+VR), Graphic design etc can bring about valuable interdisciplinary perspectives to enhance your sports tracking app. Let me tackle your three primary goals: reviewing existing code, optimizing object tracking and ensuring real-time overlay would be a tailor-fit solution to your concerns. So, if you're looking for a dynamic professional who can deliver both technical expertise and creative problem-solving animated by an eye on your sporting industry need, then let's get started!

@AITSoft

Hello, I understand you're looking for an expert in AI language model object mapping. I have significant experience with AI and machine learning technologies, and I am well-versed in working with various LLMs such as GPT-3, BERT, and T5. My approach would involve collaborating closely with you to define and implement custom mapping strategies that suit your specific needs, especially in domains beyond healthcare, finance, and e-commerce. With strong programming skills in Python and a solid background in data science, I will ensure that I bring creative and effective solutions to the project. My analytical thinking and problem-solving abilities will help address any challenges that arise during the mapping process. What specific goals do you have for the AI language model object mapping project? Thanks, Shamshad

@ZohaibRoy

⭐⭐⭐⭐⭐ Expert in AI Language Model Object Mapping to Enhance Your Projects ❇️ Hi My Friend, I hope you are doing well. I've reviewed your project requirements and see you are looking for an expert in AI language model object mapping. Look no further; Zohaib is here to help you! My team has successfully completed 50+ similar projects in AI/ML technologies. I will define and implement custom mapping strategies tailored to your needs, using efficient methods to ensure the best results within your budget. ➡️ Why Me? I can easily do your AI language model object mapping as I have 5 years of experience in AI/ML technologies, including familiarity with LLMs like GPT-3 and BERT. My skills include strong programming abilities in Python, data science, and analytical thinking. I also have a solid grip on creativity in applying AI technologies across various domains beyond healthcare and finance. ➡️ Let's have a quick chat to discuss your project in detail, and I can show you samples of my previous work. I look forward to our conversation! ➡️ Skills & Experience: ✅ AI/ML Technologies ✅ LLMs (GPT-3, BERT, T5) ✅ Custom Mapping Strategies ✅ Python Programming ✅ Data Science ✅ Problem-Solving ✅ Analytical Thinking ✅ Creativity in AI Applications ✅ Domain Knowledge ✅ Project Management ✅ Communication Skills ✅ Team Collaboration Waiting for your response! Best Regards, Zohaib

@Fazeennazar

Being a highly skilled and experienced software engineer with a strong proficiency in AI/ML technologies, I believe I'm the best fit for your project. My past 7 years as a senior engineer has given me extensive knowledge in Python, Java, Machine Learning (ML) and Software Architecture, which are skillsets that are vital for this project. My competence with hybrid models (data enforced learning), yolo & onnx is also a great value addition. I understand the current stage of your existing application and the fine-tuning work required for object mapping and video feed/play functions on mobile devices. My proficiency in Python/Django/DRF and skillfulness in leveraging the Flutter platform will ensure not only fast-turnaround but comprehensive, accurate solutions tailored for each device to maximize performance. I am eager to devote my full attention to ensure we overcome the hurdles together and deliver a top-notch product within your deadline.

@tangramua

Dear raine1927,   We carefully studied the description of your project and we can confirm that we understand your needs and are also interested in your project. Our team has the necessary resources to start your project as soon as possible and complete it in a very short time.   We are 25 years in this business and our technical specialists have strong experience in Java, Python, Software Architecture, Machine Learning (ML), Large Language Model, AI Model Development, AI Research, AI Development and other technologies relevant to your project.   Please, review our profile https://www.freelancer.com/u/tangramua where you can find detailed information about our company, our portfolio, and the client's recent reviews.   Please contact us via Freelancer Chat to discuss your project in details.    Best regards, Sales department Tangram Canada Inc.   

@Hammadhassan21

Hello, Hope you are doing well! I will help you fine-tune and complete your AI-driven sports tracking app with expert-level support in YOLO and ONNX object mapping, real-time video overlay, and LLM-based hybrid model integration. With hands-on experience in AI/ML, computer vision, and mobile development using Python, JS, and Dart-Flutter, I can review your existing code, clean up inefficiencies, and optimize object tracking for real-time mobile performance. I understand the sporting industry and have tackled similar video feed and overlay challenges. Let’s hit your 24 to 48 hour turnaround with precision ready to get started immediately. NOTE: "I'VE SOME QUSTIONS REGARDING YOUR PROJECT SO PING ME ON CHAT TO DISCUSS YOUR PROJECT IN DETAIL THEN WE WILL MOVE FORWARD" If you find my offer satisfactory, we will be happy to discuss your project in detail. Best Regards Hammad Hassan

@sajjadtaghvaeifr

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

@abhisaini0188

Hello, Thank you so much for posting this opportunity. It sounds like a great fit, and I’d love to be part of it! I’ve worked on similar projects before, and I’m confident I can bring real value to your project. I’m passionate about what I do and always aim to deliver work that’s not only high-quality but also makes things easier and smoother for my clients. Feel free to take a quick look at my profile to see some of the work I’ve done in the past. If it feels like a good match, I’d be happy to chat further about your project and how I can help bring it to life. I’m available to get started right away and will give this project my full attention from day one. Let’s connect and see how we can make this a success together! Looking forward to hearing from you soon. With Regards! Abhishek Saini

@efanntyo

Hello Hope you are doing well! This is Efan , I checked your project detail carefully. I am pretty much experienced with Large Language Model, AI Model Development, Software Architecture, AI Development, Java, AI Research, Python and Machine Learning (ML) for over 8 years, I can update you shortly. Cheers Efan

@GameOfWords

⚠ NO PAYMENT UNLESS YOU'RE SATISFIED ⚠ I’ve worked with multiple LLMs (GPT, BERT, T5, Falcon, etc.) and built custom object/data mapping layers for different industries, so defining and implementing a tailored mapping strategy for your case is something I can handle confidently. My approach would be to analyze the schema and context, then design a mapping framework that aligns with your specific domain while ensuring scalability and maintainability. Could you share whether the mappings need to be rule-based, embedding-driven, or a hybrid of both?

@SyedDigitals

Hello raine1927, I understand you are seeking an expert in AI for language model object mapping. With my expertise in AI development, Java, and Python, I am well-equipped to handle this project. I have experience working with various LLMs such as GPT-3, BERT, and T5, and can define and implement custom mapping strategies effectively. My portfolio includes successful AI projects in diverse domains like healthcare, finance, and e-commerce. I ensure clear communication and collaboration throughout the project to meet your requirements. I am confident in my ability to deliver high-quality results for your AI LLM object mapping needs. Please review my portfolio https://www.freelancer.com/u/SyedDigitals for relevant experience. Best regards, Syed Muhammad Masoom Anzar

@ShannonL84

With a robust background in AI/ML technologies, including proficiency in languages like Python (known for its strong AI capabilities), I am well equipped to tackle your project on AI language model object mapping. My experience spans over seven years, within which I've developed an expertise in crafting intelligent, scalable applications with the application of AI and machine learning. In addition to this, my familiarity with LLMs like GPT-3, BERT, T5 gives me an edge in understanding and implementing custom mapping strategies. One of the notable skills my profile offers is a strong sense of problem-solving and analytical thinking. Object mapping often requires creative approaches that are unique to the specific domain being dealt with. Drawing from my proficiency in domains outside healthcare, finance, and e-commerce, I can provide holistic solutions that align with your vision. Lastly, I value quality and believe in not just meeting but exceeding client expectations. This has not only driven me to develop a strong skill set as a full-stack developer but also given me a solid background in data science and Google Workspace integration among other relevant skills that will be fundamental in delivering successful results for this project. I look forward to the opportunity of working together!

@trm66614

Hi there, Good morning I am Talha. I can work with your project skills Machine Learning (ML), Java, AI Development, Software Architecture, Python, AI Research, Large Language Model and AI Model Development I am excited to present my proposal, which centers around a personalized approach designed to elevate your project. We will start with an in-depth consultation to gain a deep understanding of your project's unique requirements, goals, and constraints. Our commitment to customization means that we will tailor our services to align perfectly with your project, and we will explain how this approach will meet your expectations Please note that the initial bid is an estimate, and the final quote will be provided after a thorough discussion of the project requirements or upon reviewing any detailed documentation you can share. Could you please share any available detailed documentation? I'm also open to further discussions to explore specific aspects of the project. Thanks Regards. Talha Ramzan

@annes01

This is exactly the kind of work I love doing. With a solid background in AI/ML technologies, I've successfully implemented custom mapping strategies and object detection/tracking using python and JS. My expertise with hybrid models like LLMs, Yolo, and ONNX, align perfectly with your project requirements. I've tackled similar challenges off-platform, ensuring efficient and accurate results. I'm happy to offer insights and solutions to elevate your project. Regards, Anne S.

@maximg10

⭐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 working with large language models like GPT-3, BERT, and T5, and I’ve successfully designed custom object-mapping strategies for diverse domains beyond healthcare, finance, and e-commerce. I can deliver a clear, scalable mapping solution tailored to your AI workflows, ensuring accuracy and maintainability while respecting your project timelines and budget. I’ve implemented LLM-based pipelines for entity extraction and structured data transformation, and I’m skilled at integrating them into Python-based applications and data science environments. Your project aims to translate unstructured text into actionable, structured objects, solving the critical need for reliable, automated understanding of complex data. By applying tailored mapping strategies and leveraging LLM capabilities, we can unlock insights and streamline processes across your domain. 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

@amirrmusavifr

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.

@Engumer480

As an experienced software developer with a strong aptitude for AI/ML and a penchant for artistic problem-solving, I believe I am uniquely qualified for this project. My well-rounded skill set extends not only to the necessary programming languages like Python but also to the broader scope of data science and web technologies which are highly applicable to AI object mapping. This alignment means that not only can I help you implement existing strategies, but I can also bring in novel approaches to fine-tune and customize the process according to your needs. Specifically, my familiarity with language models has seen me successfully deploy well-known models such as GPT-3, BERTand T5 in different projects. From healthcare to finance and e-commerce, I have glided through varying data domains with ease. With an affinity for rapid learning, I'm always eager to explore new algorithms and methodologies which gives me a serious edge in dealing with cutting-edge technologies like LLMs. In addition to my technical fitness for the project, I must stress my commitment to collaborating effectively with clients. This includes detailed communication throughout, ensuring we're on the exact same page in regards to the milestones; offering regular updates on task progress; and ultimately delivering high-quality results within or ahead of schedule.

@ZIED

With over a decade of specialized experience in AI and machine learning, particularly in object detection and tracking using technologies like YOLO and ONNX, I am confident in my ability to deliver exceptional results for your project. My background includes extensive work with hybrid models and data-enforced learning, and I have successfully implemented custom mapping strategies for various applications. I am well-versed in Python, JavaScript, and Dart/Flutter development, and I have a strong understanding of the sporting industry, which will be invaluable for accurately tracking and assessing sports activities. I am committed to leveraging device video resources and applying innovative problem-solving to ensure your app’s object tracking and assessment functionalities are robust and effective. I look forward to collaborating with you to bring this project to completion.