AI Model Fine-Tuning & ControlNet

@divumanocha

Hi, As an AI/ML engineer with over a decade of experience, I am confident in my ability to excel in this project. I am adept at fine-tuning models like the open-source image generation model you have described and building complex pipelines such as the SDXL image generation that you require. I also have a firm understanding of ControlNet pose conditioning and its application for generating image-to-image outputs. My Deep Learning skills, with a specialization in Computer Vision and NLP, will be indispensable as we work on creating high-quality visuals at a prompt pace. Importantly, I've regularly dealt with the challenge of cultural sensitivity in my previous projects, empowering me to appreciate the diverse gestural nuances needed for accurate pose recognition in your system. With good knowledge-base using DevOps, CI/CD, and Kubernetes, I can deploy efficiently enabling routine delivery of deterministic results. Additionally, my experience includes working with large-scale production systems where speed, accuracy, and stability are paramount, which aligns perfectly with your requirements. I can deliver an optimized inference API that will enable image generation within your specified timeline for speedy deployments. Thanks...

@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

@AmazingEngr76386

With extensive experience as an AI/ML engineer, specializing in API development, data science, and machine learning, I'm equipped with the skills necessary to tackle your project. My up-to-date knowledge of the latest tools such as SDXL will allow me to not only fine-tune your image generation model but also add ControlNet pose conditioning for optimum results. Additionally, my proficiency in Python will ensure your image-to-image pipeline delivers precise and deterministic results. I understand that your project requires speed, accuracy, and stability for production efficiency. Over the past decade, I've honed my abilities to deliver just that. For instance, my work with diffusion models and ControlNet specifically qualifies me to meet these performance targets while producing clean inference APIs for seamless user experience. These skills extend beyond just fine-tuning; they encompass broader functionalities like LoRAs, presets, and video generation which you have planned further along the line. Moreover, my background in web development can be an added asset when integrating the model into an overall system for production deployment. You'll be getting a committed professional who values client goals, focuses on scalability, security and maintains long-term support for projects. Choose me because I don't just build solutions—I build sustainable strategies for your future growth too. Let's create something invaluable together!

@gm341473

With my wealth of experience in Machine Learning and software architecture, I am confident in my ability to tackle your AI/ML project. As an AI engineer, I have successfully fine-tuned various open-source models to deliver the desired results under stringent performance targets. In addition, I am versatile with various image generation pipelines such as SDXL. I understand the crucial need for speed, accuracy, stability, and deterministic results and guarantee that these will be given utmost priority throughout the process. Where I truly excel is my ability to produce clean and efficient inference APIs. With regards to your project, a REST or gRPC API with solid performance on a 4090 GPU won't be a problem for me to deliver within the 5-8 seconds range. This is essential for production deployment, ensuring maximum usability on the go. My proficiency in popular languages like Python would be highly advantageous when constructing this API. Lastly, I've been in the ML game long enough to appreciate the importance of longevity and ever-improving functionality. I have worked on projects with features like LoRA training and can confidently handle the requested features like LoRAs, presets, and video generation later on. Let us not forget your plan for future expansion; rest assured that I am here ready for long-term collaboration as we continue transforming your AI vision into reality. Looking forward to discussing more on your AI project!

@maryam951

Hello Jovan I., I am Maryam Abbas, a seasoned AI/ML engineer with 4 years of experience in Python, AI Development, and API Development. I have carefully reviewed the requirements for the AI Model Fine-Tuning & ControlNet project. To achieve the desired outcome, I propose building an SDXL image generation pipeline, integrating ControlNet pose conditioning, enabling image-to-image generation, ensuring prompt and visual accuracy, and delivering a clean inference API. With my extensive experience and successful track record, I am confident in my ability to meet your project goals effectively. Please review my portfolio at https://www.freelancer.pk/u/maryam951 and let's discuss further details. Best regards, Maryam Abbas

@AhmadXpert2410

Hi there, This is a solid, production-minded use case for diffusion models, and it aligns well with my experience building SDXL-based image generation pipelines with tight control over pose, character, clothing, and background. I can set up an efficient image-to-image workflow with ControlNet pose conditioning, ensuring strong prompt adherence, visual consistency, and deterministic outputs suitable for production use. On the engineering side, I’ll focus on performance, stability, and clean architecture—optimizing inference to hit your 5–8 second target on a 4090, managing seeds and schedulers for reproducibility, and exposing the pipeline through a clean REST or gRPC API. The system will be designed to be extensible so future additions like LoRA integration, presets, and video generation slot in without major refactoring. If you’re looking for someone who understands diffusion models beyond experimentation—who can take them into reliable production and grow the system long-term—I’d be glad to work with you and discuss your roadmap in detail. Regards, Ahmad

@AlexDeveloper911

Hello Jovan I., We went through your project description and it seems like our team is a great fit for this job. We are an expert team which have many years of experience on Python, Matlab and Mathematica, Software Architecture, Machine Learning (ML), Data Science, API Development, REST API, AI Model Development, AI Development Please come over chat and discuss your requirement in a detailed way. Thank You

@SolutionMart

My name is "Usama Safdar" and I am a Ph.D degree holder which means I am highly-capable to tackle this project "Content Editor " with 100 percent accuracy. I am a professional writer with over 6 years of experience in writing; Essays, Research Summaries, Thesis, Dissertation, Lab Reports and Case Studies. I always provide High-Quality Solutions within the shortest possible time with all instructions followed against very reasonable prices. I can manage works even with shortest deadlines like; "2500 words work in just 6 Hours" with very reasonable time. As a pro academic writer I am also familiar with all the referencing styles; such as APA, Harvard, OSCOLA, IEE, MLA etc. I always provide plagiarism-free solutions and as a prove I also provide "FREE Turnitin reports". For Samples, please visit my profile https://www.freelancer.com/u/SolutionMart Please message me to start the discussion. Thank You

@umarejaz0

Hello Jovan I., I understand that you are seeking an AI/ML engineer to fine-tune an open-source image generation model, implement pose-based inputs, clothing, character, and background control, and create an image-to-image pipeline for production use. With expertise in Python, AI Development, AI Model Development, and API Development, I am well-equipped to handle this project. I have experience in fine-tuning AI models, implementing pose conditioning, and developing clean inference APIs. Could you please provide more details about the specific requirements for ControlNet pose conditioning and image-to-image generation? I am committed to maintaining effective communication throughout the project to ensure its success. Looking forward to the opportunity to work with you on this exciting project. Best regards, Umar

@AhmedWaleed2553

My name is Ahmed, and I have a comprehensive skill set that extends into not just AI/ML but also frontend/backend development. This amalgamation of skills puts me in a unique position to not only fine-tune the image generation model and build the required pipeline but also make sure it is integrated smoothly into your production environment with a clean inference API. Having had successful partnerships with leading brands and organizations, I'm no stranger to delivering on tight specifications and performance targets. My ML and AI prowess spans several areas relevant to this project, including my experience with ControlNet, diffusion models, SDXL, and more. I've developed software for various industries, always tailored to specific client needs - much like what you require for your long-term project goals such as LoRAs. Combining all these experiences, I can confidently assure you that I have the technical expertise and the tenacity to produce deterministic results while maintaining speed, accuracy, stability using 4090 GPU - all within your targeted timeframe of 5-8 seconds. As an added benefit, my experience in digital business transformation can play a crucial role in aligning your AI projects with overarching organizational objectives for maximized impact. This approach has earned me an unblemished 5-star rating across projects - which underlines my commitment towards quality and client satisfaction.

@beingmrme

HI With 25 years’ experience | Solution: I’ll fine-tune your ControlNet model for reliable, conditioned outputs using your dataset—improving accuracy and consistency for your target task. ✅ Solution: Curated dataset prep → ControlNet training → validation & optimized performance. Questions: 1️⃣ Which base model are you using? 2️⃣ Size and type of dataset? 3️⃣ Desired output quality/metrics? We will work as per Freelancer.com’s terms and policies. Warm regards, The Blend Nation

@Abdullahcoco

Hi Jovan, Let’s Create a High-Speed Image Generation Pipeline with ControlNet Pose Conditioning Your project’s focus on achieving speed, accuracy, and stability aligns perfectly with my expertise in fine-tuning AI models for production. I have successfully implemented similar image-to-image pipelines with precise control features, ensuring deterministic results and optimal performance targets. My unique strength lies in my strategic approach to problem-solving, emphasizing efficiency without compromising quality. I am highly responsive, adaptable to different time zones, and committed to delivering outcomes that exceed expectations. With my experience in diffusion models, ControlNet, and production deployment, I am well-equipped to support your long-term development goals. Looking forward to discussing how we can collaborate to bring your vision to life. Best regards, Abdullah

@TopWritingGuru

My name is Rabia Faisal, I am working in the writing industry since 2011. During this time, I have served countless clients with a full amount of satisfaction by providing them with TOP Quality Solutions. I have command of all references APA, Harvard, IEEE, MLA & Chicago, etc. I will provide plagiarism-free work with 100 percent accurate grammar within your given deadline. Please message me to get Top Class Services. I am waiting; https://www.freelancer.com/u/TopWritingGuru

@angeld07

✨✨✨ Hi, there, I have hands on experience similar to your project. ✨✨✨I’m an AI/ML engineer specializing in production-grade diffusion pipelines, and I’ve built and deployed similar image-generation systems for creative and e-commerce platforms. I’ll set up an SDXL-based pipeline with ControlNet for pose conditioning, ensuring strong character and background consistency while preserving prompt accuracy. To meet your speed target, I’ll implement optimized inference with TensorRT or ONNX, mixed precision, and caching—enabling 5–8 second generation on a 4090 GPU. The pipeline will support deterministic outputs via fixed seeds and a clean FastAPI-based REST service with health checks, logging, and batch support. I’ll structure the code for scalability, making it easy to later add LoRA fine-tuning, preset styles, and video extensions. I prefer a milestone-based engagement and can start immediately to deliver a tested, deployable API within 3–4 weeks. Let’s connect to discuss your dataset and specific conditioning requirements.

@novatech2210

Hello Jovan, **Just finished a similar project with a 90% reduction in image generation time** I'm thrilled to see your project on AI Model Fine-Tuning & ControlNet, and I'm confident that my team at Novatech is the perfect fit for this cutting-edge project. With multiple 5-star reviews on similar projects, we've helped numerous clients achieve exceptional results in AI/ML engineering. Our team boasts extensive expertise in diffusion models, ControlNet, SDXL, and production deployment, making us uniquely qualified to meet your requirements. We've successfully integrated pose conditioning and image-to-image generation in previous projects, ensuring strong prompt + visual accuracy and deterministic results. We understand the importance of speed, accuracy, and stability for production use and are committed to delivering a seamless experience from project inception to deployment. Our clean inference API will be built with either REST or gRPC to meet your performance needs. I'm impressed by your project's ambitious goals, including LoRAs, presets, and video generation. I'd love to discuss how we can help you achieve these objectives and establish a long-term partnership. The worst that can happen is you walk away with a free consultation, so let's chat about your project! Best regards, Chris | Lead Developer | Novatech

@yevheniih6

Dear Hiring Team, I am an experienced AI/ML engineer with a strong background in fine-tuning models and developing image generation pipelines. I am excited about the opportunity to work on your project involving the fine-tuning of an open-source image generation model and building an image-to-image pipeline with ControlNet pose conditioning. I have a proven track record of delivering high-quality, accurate, and stable solutions for clients, and I am confident that I can meet your performance targets for image generation speed and accuracy. I am also skilled in developing clean inference APIs and have experience working on production deployment. I am interested in establishing a long-term collaboration with your team to further enhance the features of the system. My expertise in diffusion models, ControlNet, SDXL, LoRA training, and production deployment makes me a suitable candidate for this project. I look forward to discussing how we can work together to bring your vision to life. Best regards, Yevhenii

@ihorli

Hey Jovan, I'm thrilled about the opportunity to work with you on fine-tuning an open-source image generation model. Your project aligns perfectly with my expertise, especially in developing scalable AI solutions with diffusion models, ControlNet, and SDXL. With my experience in building image-to-image pipelines, I'll ensure that the system handles pose-based inputs, maintains strong prompt and visual accuracy, and delivers deterministic results. I can build a stable and high-performing inference API using REST or gRPC to meet your production needs. I've previously worked on similar projects where speed and accuracy were crucial, and I'm confident I can meet your target of 5-8 seconds for image generation on a 4090 GPU. I can start immediately, and we can plan for long-term collaboration to develop future features like LoRAs and video generation. Let's set up a time to discuss the project further and see how I can best contribute. What specific features are you most excited to expand upon after the initial phase? Best regards, Thanks,

@YamestimationLLC

Hello there, I understand that you are seeking an AI/ML engineer to fine-tune an open-source image generation model and develop an image-to-image pipeline. The system must handle pose-based inputs, clothing, character, and background control while ensuring speed, accuracy, and stability for production use. Proposed Solution: I will work on building an SDXL (or similar) image generation pipeline, integrating ControlNet pose conditioning, enabling image-to-image generation, ensuring strong prompt + visual accuracy, producing deterministic results, and delivering a clean inference API (REST or gRPC). Key Deliverables: 1. SDXL image generation pipeline development 2. Integration of ControlNet pose conditioning 3. Image-to-image generation implementation 4. Clean inference API (REST or gRPC) delivery Portfolio & Skills: I'll share the portfolio with you in the DM. Kindly, ping me there. I bring expertise in AI/ML, image generation, and API development to ensure quality and reliability. Call to Action: I’d love to connect for a quick chat to discuss your project in more detail. Best regards, Minhal

@temciucv

Hello Jovan I., We would like to grab this opportunity and will work till you get 100% satisfied with our work. We are an expert team which have many years of experience on Python, Matlab and Mathematica, Software Architecture, Machine Learning (ML), Data Science, API Development, REST API, AI Model Development, AI Development Please come over chat and discuss your requirement in a detailed way. Thank You