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Over the next year I’ll be running a series of computer-vision initiatives that require solid, production-ready Python code. The work spans the full pipeline: cleaning and augmenting large-scale image datasets, architecting and training deep networks, then stress-testing their performance before deployment. Knowledge in quantum computing is an added advantage You’ll dive into convolutional and recurrent architectures for vision tasks—think hybrid CNN-RNN pipelines for sequence labelling—as well as exploratory projects where a GAN may generate synthetic images for data balancing and style transfer. Everything is image-based, so familiarity with libraries such as OpenCV for preprocessing and TensorFlow or PyTorch for model building is essential. What I need from you on an ongoing basis: • Robust preprocessing scripts that handle thousands of images with clear logging and reproducibility. • Well-structured model code with modular components, hyper-parameter configs, and GPU optimisation. • Evaluation reports that include accuracy metrics, visualisations, and concise recommendations for iteration. All code should be documented and accompanied by a brief usage note or notebook. If you enjoy iterative experimentation, clean coding habits, and long-term collaboration, let’s get started Interested candidates please share samples/Github code. PLEASE NOT THAT NO AI GENERATED CODE MUST BE USED
Project ID: 40502564
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25 freelancers are bidding on average ₹2,101 INR for this job

As a highly skilled Machine Learning professional, I find the challenges of advanced deep learning projects incredibly exciting and worthy of pursuit. With experience spanning across product design, full-stack development, AI implementation, and analysis, I believe I have a comprehensive skillset needed to tackle your project head-on. My team and I are proficient in Python, TensorFlow, PyTorch and OpenCV; well-versed for preprocessing, model building and report generation. Our ethical stance against using AI-generated code aligns with your project requirements. What makes us stand out further is our ability to seamlessly incorporate AI into existing workflows using various tech stacks such as React, Django, Node.js, among others. Since your project revolves around Quantum Computing, we can leverage on our knowledge in this field to produce even more tailored solutions. Moreover, we can extend our functionality by employing Odoo ERP system end-to-end or even designing custom IoT hardware. With every project we undertake, long-term-scope is always in mind. For your ongoing initiatives, you can rely on my team to deliver. Our clean coding habits ensure that all code written remains easily-understandable with manageable modular components and GPU optimisation.
₹7,050 INR in 7 days
6.3
6.3

I'm a computer vision engineer with hands-on experience in production-grade image processing, deep learning architecture design, and model deployment. I'll handle your full year-long CV initiative — building robust preprocessing pipelines for large-scale datasets with clear logging and reproducibility, architecting and training hybrid CNN-RNN models for sequence labeling, exploring GANs for synthetic image generation and style transfer, and stress-testing performance before deployment. Deliverables include modular, well-documented Python code with hyperparameter configs and GPU optimization, evaluation reports with accuracy metrics and actionable iteration recommendations, and concise usage notebooks. All code hand-written, fully reproducible, and production-ready. Additional expertise in quantum computing applications to vision tasks. Ready to share relevant GitHub repositories and commit to long-term, iterative collaboration starting immediately.
₹10,000 INR in 7 days
6.1
6.1

I am highly interested in partnering with you on your year-long computer vision initiatives, offering production-grade Python code that spans your entire pipeline—from building scalable, fully logged OpenCV preprocessing scripts to architecting modular PyTorch/TensorFlow deep networks. I specialize in the exact architectures you require, including hybrid CNN-RNN pipelines for sequence labeling and GANs for synthetic data generation, and I ensure all code is GPU-optimized, robustly documented, and paired with clean Jupyter notebooks. Furthermore, my knowledge of quantum computing positions me well to seamlessly integrate quantum machine learning concepts should your exploratory initiatives require a hybrid quantum-classical edge. I thrive on iterative experimentation and clean coding habits, making me an ideal fit for your long-term collaboration.
₹1,050 INR in 7 days
0.0
0.0

Hi there, I’m interested in supporting your long-term computer vision initiatives and can contribute across the complete ML pipeline—from dataset preparation and augmentation to model training, evaluation, and deployment-ready code. My experience includes: • OpenCV-based image preprocessing and large-scale dataset handling • Deep learning with PyTorch and TensorFlow • CNN, RNN, CNN-RNN hybrid architectures for classification and sequence-based vision tasks • GANs for synthetic data generation, augmentation, and style transfer • GPU optimization, experiment tracking, and reproducible training pipelines • Model evaluation, visualization, and performance analysis For each project, I can deliver: • Clean, modular, and well-documented Python code • Config-driven training pipelines for easy experimentation • Robust preprocessing scripts with logging and error handling • Evaluation reports with metrics, visualizations, and recommendations • Jupyter notebooks and usage documentation • Version-controlled development with structured commits I value maintainable code, reproducible results, and iterative model improvement. I’m also comfortable collaborating on research-oriented projects and exploring advanced approaches, including quantum computing integrations where applicable. I’m looking for a long-term collaboration and can adapt quickly to new datasets, objectives, and evolving requirements. Best regards, Shuvadeep
₹1,050 INR in 7 days
0.0
0.0

Hello, I am a Python and AI developer with experience in Machine Learning, Deep Learning, Computer Vision, and Generative AI projects. I have worked with OpenCV, TensorFlow, PyTorch, and image-processing pipelines for data preparation, model training, and evaluation. I can help build robust preprocessing and augmentation workflows, develop and optimize CNN/RNN/Transformer-based models, perform hyperparameter tuning, and provide clear documentation with reproducible code. I focus on writing clean, modular, and production-ready Python code that is easy to maintain and scale. Your requirement for image-based deep learning projects aligns well with my skills and interests. I enjoy experimenting with models, analyzing performance metrics, and continuously improving results through structured iteration. A few quick questions: 1. Do you prefer PyTorch or TensorFlow? 2. Will datasets and GPU resources be provided? 3. Is this intended as a long-term collaboration across multiple projects? I would be excited to contribute to your upcoming computer vision initiatives and deliver reliable, well-documented solutions. Regards, Ashutosh Sharma
₹1,100 INR in 7 days
0.0
0.0

Hello, I’m glad to have found your project, it aligns perfectly with my skills and professional interests. I can support your long-term computer vision initiatives with clean, production-ready Python code for preprocessing, augmentation, model training, evaluation, and deployment preparation. I have experience with Python, OpenCV, PyTorch, TensorFlow, deep learning, CNN/RNN pipelines, GAN-based image generation, data augmentation, transformer models, GPU optimization, experiment tracking, and clear software documentation. I can build reproducible preprocessing scripts, modular model code, configurable training pipelines, evaluation reports, visualizations, notebooks, and concise recommendations for each iteration. I also have interest in quantum computing and can support exploratory research where it is useful. I’d like to go over a few points: Which computer vision task should we start with first? Are your datasets already labeled and organized? I’m confident I can make this project a success. Thank you for considering my proposal, and I hope we can collaborate soon.
₹1,050 INR in 7 days
0.0
0.0

Hey! With over half a decade of professional experience in web and mobile app development, I've mastered Python and have a strong background in AI-powered systems, which are crucial skills needed for your project. My proficiency in creating robust preprocessing scripts and well-structured model codes with modular components and hyper-parameter configs will enable me to smoothly handle the large-scale image datasets required for this computer-vision project. I've worked closely with numerous startups and entrepreneurs over the years, helping them grow and automate their businesses using SaaS solutions. This experience has equipped me with the ability to build apps that are not only powerful but also business-centric – an essential skill when converting complex deep learning projects into real-world applications. Moreover, my expertise in creating concise evaluation reports with accurate metrics would provide you not just with performance data, but also actionable insights for iterative improvements. Through our collaboration, I know we can create models that not only meet your needs today but also scale elegantly as your needs evolve. Let's connect, build something revolutionary, and take your computer vision initiatives to greater heights!
₹1,050 INR in 7 days
0.0
0.0

⭐ Hi there ! Your projects need clean, production-ready Python code for image preprocessing, model training, augmentation, and evaluation, not quick experimental scripts. At Globant, I worked on computer-vision pipelines where thousands of images were cleaned, augmented, trained, and tested with reproducible logs and clear notebooks. One image classification workflow improved validation accuracy by 18% after restructuring preprocessing and augmentation. I can support CNN, CNN-RNN, GAN-based synthetic image generation, OpenCV preprocessing, PyTorch/TensorFlow training, GPU optimization, metrics reports, and clean documentation. I will write the code manually, keep it modular, and share GitHub/code samples as requested. Timeline: 2–4 days for the first task, then ongoing support. Budget: ₹1,500 INR for the first milestone. Should I share a computer-vision sample focused on preprocessing, model training, or evaluation reports?
₹11,050 INR in 7 days
0.0
0.0

I've built production-ready deep learning pipelines — CNN/RNN for vision tasks, GANs for synthetic data augmentation, and full image preprocessing workflows using OpenCV and PyTorch/TensorFlow. For your ongoing computer-vision series, I'd own the full pipeline: dataset cleaning and augmentation, model architecture, training, and performance benchmarking before deployment. I'm comfortable with transformer models and can handle the full year of varied initiatives consistently. Happy to discuss the first project right away.
₹1,200 INR in 7 days
0.0
0.0

Hi, there! In a recent project, I developed a comprehensive deep learning pipeline for a healthcare startup, focusing on image classification and segmentation tasks using Python and TensorFlow. I implemented robust preprocessing scripts to handle large datasets, ensuring data integrity and reproducibility. A key challenge was optimizing model performance on limited GPU resources, which I addressed by employing mixed precision training and hyperparameter tuning strategies. I offer to create modular, production-ready code with well-documented components that facilitate easy updates and maintenance. My unique approach includes utilizing advanced data augmentation techniques and ensemble methods to enhance model accuracy and resilience, ensuring a thorough evaluation process with detailed reports and visualizations. If I use my previous experience, your project will likely be completed successfully. Hope to discuss this in detail. Through detailed discussion, I think I can find the better solution to finish your project successfully. Thank you!
₹1,050 INR in 7 days
0.0
0.0

Hi, I’m a Python developer with 3+ years of experience building AI and computer vision solutions using PyTorch, TensorFlow, OpenCV, and related technologies. Your long-term vision-focused projects align well with my experience in developing production-ready machine learning pipelines, image preprocessing workflows, model training, and performance evaluation. I can assist with: • Large-scale image preprocessing, augmentation, and dataset management • CNN, RNN, and hybrid deep learning architectures • GAN-based image generation and data balancing • GPU-optimized training pipelines • Model evaluation, visualization, and performance reporting • Clean, modular, well-documented code with reproducible workflows • Jupyter notebooks and usage documentation I understand the requirement for original, maintainable code and follow clean software engineering practices throughout development. I’m interested in a long-term collaboration and can adapt to evolving project requirements. I’d be happy to share relevant project samples/GitHub repositories during our discussion. Budget: Negotiable based on project scope and workload. Looking forward to learning more about your requirements. Best regards, Yogesh Kumar
₹1,000 INR in 7 days
0.0
0.0

Hello, I am excited about the opportunity to support your long-term computer vision initiatives. I have strong experience in Python, Deep Learning, OpenCV, TensorFlow, and PyTorch, developing production-ready pipelines for image processing, model training, evaluation, and deployment. I can provide: • Scalable preprocessing and augmentation pipelines with reproducible workflows and detailed logging • Modular CNN, RNN, CNN-RNN, GAN, and Transformer-based architectures optimized for GPU training • Clean, maintainable Python code with documentation and usage guides • Comprehensive evaluation reports including accuracy metrics, confusion matrices, visualizations, and improvement recommendations • Dataset balancing, synthetic image generation, and style transfer using GANs • Experiment tracking, hyperparameter tuning, and performance optimization I follow professional software engineering practices, ensuring all code is original, well-structured, and written from scratch without AI-generated code dependencies. I am available for ongoing collaboration and can share relevant GitHub repositories and project samples demonstrating computer vision and deep learning expertise. I look forward to discussing your roadmap and contributing to successful long-term projects. Best regards, Muhammad Bilal
₹1,050 INR in 7 days
0.0
0.0

வணக்கம், Python, Computer Vision, Deep Learning (PyTorch/TensorFlow), OpenCV, CNN, RNN, GAN மற்றும் Image Processing துறைகளில் அனுபவம் உள்ளது. Large-scale image preprocessing, model training, evaluation, GPU optimization மற்றும் production-ready code development ஆகியவற்றில் பணியாற்றியுள்ளேன். Clean, modular, well-documented code, reproducible pipelines மற்றும் detailed performance reports வழங்க முடியும். GitHub code samples மற்றும் தொடர்புடைய project examples பகிர தயாராக உள்ளேன். நீண்டகால ஒத்துழைப்பில் ஆர்வமாக இருக்கிறேன். மேலும் விவரங்களைப் பகிரவும். நன்றி.
₹1,050 INR in 7 days
0.0
0.0

Backend & Database DeveloperBackend & Database DeveloperBackend & Database DeveloperBackend & Database DeveloperBackend & Database DeveloperBackend & Database DeveloperBackend & Database Developer
₹1,050 INR in 7 days
0.0
0.0

Hello, I’m excited about the opportunity to collaborate on your advanced deep learning projects. My background includes extensive experience with Python, specifically in building and deploying production-quality machine learning solutions. I understand that your project involves cleaning and augmenting large-scale image datasets, as well as architecting deep networks for computer vision tasks. I excel in developing robust preprocessing scripts that ensure reproducibility and clear logging, which will be vital for handling thousands of images efficiently. Using frameworks like TensorFlow and PyTorch, I can build well-structured model code that incorporates modular components and hyper-parameter configurations. Evaluation reports with metrics and visualisations will be provided to ensure iterative improvements are clearly communicated. I am committed to following clean coding habits and will ensure thorough documentation accompanies all code, along with usage notes. I am available for real-time communication based on your schedule and can deliver a simple demo within 12 hours of commencement. Q1: What specific image datasets will we be working with? Q2: Do you have preferred hyper-parameter settings or methods in mind? Q3: Are there any specific performance metrics you prioritize for evaluation? Thanks, Aril
₹600 INR in 14 days
0.0
0.0

As an AI specialist who has consistently ranked in the top 3% on Freelancer.com, I believe I have the expertise and experience needed to excel in your advanced deep learning projects. My proficiency with Python and Machine Learning is well-documented and as evident from my solid understanding of Quantum Computing, I'm ready to take on any challenge these images-based projects may present. By leveraging my knowledge of libraries like OpenCV alongside TensorFlow and PyTorch for model building, I can ensure seamless project implementation and robust preprocessing scripts capable of handling large-scale image datasets. As a professional, I pride myself on clean coding habits, documentation, and modular approaches, which would guarantee well-structured model codes along with updated hyperparametric configurations. Additionally, my GPU optimization will further bolster the efficiency of your solutions. Moreover, my penchant for detailed evaluation reports aligns perfectly with your need for comprehensive metrics, visualizations, and actionable insights for iteration. While always prioritizing simple systems usage through concise recommendations and comprehensive documentation/manuals. Finally, my 5+ years' experience in full-stack development ensures that I'm no stranger to long-term collaborations ensuring that this journey we'd be embarking on will be one of success and shared growth.
₹1,050 INR in 7 days
0.0
0.0

Hello, I am an AI and Machine Learning Engineer with strong experience in Python, data analysis, and intelligent system development. I have carefully reviewed your project requirements and I am confident that I can deliver a high-quality solution that meets your expectations. I focus on clean code, efficient implementation, and clear communication throughout the project. I am committed to delivering accurate results on time and ensuring complete client satisfaction. I would be happy to discuss your requirements in more detail and start working on the project immediately. Thank you for your consideration.
₹900 INR in 6 days
0.0
0.0

Hi, I’ve worked on computer vision pipelines where the main challenge isn’t just building models, but making the full workflow reliable, especially when dealing with large image datasets, repeated experiments, and evolving model requirements. In most real CV projects, the real effort goes into keeping everything consistent: clean preprocessing pipelines, reproducible training setups, and evaluation flows that make it easy to compare iterations properly. That’s the part I focus on most when building ML systems. For your project, I can contribute across the full pipeline, starting from structured dataset preparation and augmentation, through modular model development in PyTorch/TensorFlow, and up to evaluation workflows with clear metrics, visual outputs, and iteration-ready reporting. I’m also comfortable working in an experimental setup where models evolve over time based on results rather than fixed assumptions. I usually keep code clean, modular, and easy to extend so new architectures or dataset changes don’t require rewriting the whole pipeline. GPU efficiency, logging, and reproducibility are also things I pay attention to by default. I can start immediately once we define the first task and dataset scope. For the first milestone, I’d suggest ₹1,500–₹2,000 depending on scope, with a delivery time of around 4 days. If this aligns with what you’re looking for, I’m ready to begin right away. Best regards.
₹1,700 INR in 4 days
0.0
0.0

Hello, I am interested in working on this project. I have a background in Computer Science and experience as a Machine Learning Intern, where I worked on data analysis, data preprocessing, and technical documentation. I am a quick learner, detail-oriented, and committed to delivering high-quality work within the given timeline. I understand the project requirements and am confident in my ability to complete the work accurately and efficiently. I will maintain clear communication throughout the project and ensure timely delivery. I look forward to the opportunity to work with you. Thank you.
₹1,050 INR in 7 days
0.0
0.0

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