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Project Requirement: Black-Box API Setup for Gemma 3 (27B) I’m looking for a freelancer who can help me with Gemma 3 (27B) in a production-style setup. What I want to build: Run Gemma 3 (27B) on my own infrastructure (local / server). Wrap the model in a black-box architecture so the model, weights, and logic are fully hidden. Expose only secure APIs (REST / gRPC) that the frontend can consume. Frontend should never have direct access to the model or inference logic.
Project ID: 40155134
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Active 10 days ago
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21 freelancers are bidding on average ₹26,779 INR for this job

Greetings, Thank you for considering my application for this project. As an AI Engineer and Python Developer with over 8+ years of experience, I bring a wealth of knowledge and expertise in the field of Python, Deep Learning. I have carefully reviewed the project description and am eager to discuss your specific needs and requirements in more detail. My commitment is to provide dedicated support and consistent follow-up throughout the project's lifecycle. Please feel free to reach out to me to further discuss how I can contribute to the success of your project. Looking forward to the opportunity of working together. Best regards, KuroKien
₹15,000 INR in 1 day
6.7
6.7

With my extensive background in data science and machine learning combined with a solid understanding of API development and infrastructure, I am confident that I can deliver exceptional results for your Gemma 3 (27B) project. I have a knack for transforming complex datasets into actionable insights which not only require a deep understanding of the underlying infrastructure but also the ability to design black-box architectures that secure sensitive data, providing the exact skills you need for this project. My proficiency in Python would be invaluable as we set up the REST and gRPC APIs, ensuring a seamless communication between the Gemma 3 model, weights, and logic while keeping them fully hidden from the front end. I'm well-versed with tools like Docker and Ubuntu too, which will aid a smooth deployment of your infrastructure both at a local scale and on servers. Moreover, I understand the significance of data security and can prioritize it in every phase of the project. Having worked across diverse industries like finance and healthcare, I'm adept at navigating through rigorous compliance measures to ensure maximum user-security. By leveraging my eight years of experience in data analytics, machine learning, and API development, I'm ready to help you drive this project to success. Let me help unleash the full potential of your Gemma 3 (27B) in an efficient and secure manner!
₹25,000 INR in 7 days
4.7
4.7

HI I can set up Gemma 3 (27B) on your infrastructure and wrap it in a strict black-box architecture where only secure APIs are exposed. The model weights and inference logic will remain fully isolated server-side, with the frontend consuming only REST endpoints. The focus will be security, performance, and production-ready separation of concerns. Thanks Anshuman
₹25,000 INR in 10 days
4.3
4.3

Hello there, I am a seasoned freelancer with expertise in setting up Black-Box APIs and I am excited about the opportunity to work on the Gemma 3 (27B) project for you. My proposal includes running Gemma 3 (27B) on your infrastructure, ensuring the model and logic are securely hidden within a black-box architecture, and exposing only secure APIs for frontend consumption. By maintaining this separation, we can enhance the security and efficiency of the system. Regards, anilptk
₹26,210 INR in 2 days
4.2
4.2

As a highly capable and experienced freelancer, I believe I am exactly what you need for your Black-Box API setup for Gemma 3 (27B) project. My background in developing applications with React and Node JS showcases my effectiveness in providing seamless API development and tight integration between different systems. This knowledge aligns perfectly with the goals you've laid out for the project - to wrap the model in a black-box architecture, expose secure APIs, and ensure the frontend doesn't have direct access to sensitive data. Moreover, with my expertise in Docker, Linux, Python, Software Architecture, and Ubuntu, I can assure you that implementing Gemma 3 on your infrastructure will be done professionally and efficiently. Over my career, I've developed a robust range of software including machine learning algorithms and android applications, which has sharpened my skills in managing the most intricate architecture tasks securely and responsibly. Lastly, my desire to always deliver high-quality work and unwavering commitment to finding ingenious solutions make me stand out among others. With me on board, I not only guarantee a successful implementation of Gemma 3 on your desired platform but also ensure that all model-related aspects are kept confidential and only accessed by trusted individuals through secure APIs. Let's make Gemma 3 shine bright while maintaining utmost security!
₹18,000 INR in 7 days
3.4
3.4

✔ I deliver secure, production-ready AI setups Workflow Diagram Infrastructure Setup ⟶⟶ Model Deployment & Containerization ⟶⟶ Black-Box API Wrapping ⟶⟶ REST/gRPC Endpoint Exposure ⟶⟶ Security Hardening & Access Control ⟶⟶ Testing & Documentation Key Highlights ✔ Private model deployment — Gemma 3 (27B) running entirely on your local server or cloud infrastructure. ✔ Black-box architecture — inference logic, weights, and internal operations fully hidden from the frontend. ✔ Secure API access — REST and/or gRPC endpoints exposed for safe consumption by your frontend. ✔ Scalable & containerized — Dockerized setup for easy deployment, replication, and updates. ✔ Access control & authentication — only authorized clients can query the API; logs and monitoring included. ✔ Optimized for Linux/Ubuntu — robust performance with proper resource management for large models. ✔ Full documentation & scripts — deployment, rollback, and maintenance guides included. ✔ Extensible design — future upgrades, load balancing, or multi-model routing supported without exposing internals. Best Regards, Fahad N AI Deployment Engineer | Secure ML API Development | Containerized ML Solutions
₹15,000 INR in 9 days
3.1
3.1

Hello, I’ve reviewed your requirement for customizing POSPro (Laravel + Vue.js) and this is very much within my core expertise. I regularly work with CodeCanyon-based POS systems, extending them cleanly without breaking upgrade paths or performance. Why I’m a good fit Laravel + Vue.js (Full-Stack) Strong experience modifying existing POS and ERP codebases Comfortable working inside pre-built CodeCanyon architectures Clean, maintainable changes that don’t impact core stability Indian GST Expertise Implemented GST-compliant billing for Indian businesses Hands-on with CGST / SGST / IGST logic HSN / SAC code mapping by product category GST reflected correctly in: Invoices Reports Tax summaries Rule-based tax handling (intra-state vs inter-state) Print & Invoice Customization Thermal printer–friendly layouts Dynamic invoice templates Custom header/footer text Business logo & legal text Alignment controls and print preview support Approach Audit POSPro’s tax, invoice, and print modules Implement GST logic in a modular, future-proof way Customize print templates without hardcoding Test across billing, reports, and exports Final QA to ensure smooth performance Post-delivery support included for fixes related to changes Ready to start immediately and work directly on your existing setup.
₹15,000 INR in 7 days
1.4
1.4

Proposal generation failed.
₹25,000 INR in 7 days
0.0
0.0

Hi, I saw you run a Black-Box API Setup for Gemma 3 (27B) project, and it caught my eye because I recently deployed a similar 30B model securing weights and logic behind a scalable REST API, reducing inference latency by 30%. To ensure your frontend never accesses model internals, I’ll containerize Gemma 3 with strict network segmentation and implement tokenized access controls for secure API exposure. Does your infrastructure support Kubernetes or prefer standalone servers? With extensive experience in private AI deployments and API security, I work as a dedicated specialist, ensuring your project receives my undivided attention and matches my specific skill set. I’m available to hop on a chat or exchange messages to discuss how we can get started on this immediately. When would be a good time for us to connect? Regards, Bjork Bronkhorst
₹28,150 INR in 30 days
0.0
0.0

Hello, I’m interested in working on your Gemma 3 (27B) Black-Box API setup project. I have strong experience in Python, Linux (Ubuntu), Docker, ML model deployment, and secure API development. I can: * Deploy Gemma 3 (27B) on your own infrastructure. * Design a fully black-box architecture where model weights and inference logic remain hidden. * Expose only secure REST/gRPC APIs for frontend access. * Ensure strict separation between frontend and backend with proper authentication and security controls. * Deliver a production-ready, scalable, and well-documented setup. I focus on clean architecture, performance, and security, and can adapt the solution based on your hardware and scaling needs. Looking forward to discussing this further. Best regards, Prachi Bambhare
₹25,000 INR in 7 days
0.0
0.0

I can help you deploy Gemma 3 (27B) in a production-ready, black-box architecture on your own infrastructure (local or server). I will handle the complete setup including: Running Gemma 3 (27B) on GPU-enabled Linux/Ubuntu servers Designing a secure black-box backend where model weights, inference logic, and code remain fully hidden Exposing only secure REST or gRPC APIs for frontend consumption Ensuring the frontend has no direct access to the model or inference layer Implementing API security (API keys, rate limiting, access control) Dockerized deployment for easy scaling and maintenance I focus on clean architecture, security, and production stability. You will receive a fully functional, secure AI API similar to OpenAI-style usage but hosted entirely on your own infrastructure.
₹22,500 INR in 7 days
0.0
0.0

Hello, I can help you deploy Gemma 3 (27B) in a secure, production-grade black-box architecture where the model, weights, and inference logic are fully hidden and never exposed to the frontend. I have hands-on experience running large language models on Linux/Ubuntu systems and wrapping them behind clean, secure API layers. I will set up Gemma 3 (27B) on your local or server infrastructure with optimized inference (GPU support and optional quantization if required). The system will enforce strict separation between the model layer and the API layer, ensuring the frontend has zero access to prompts, weights, or internal logic. I’ll build secure REST and/or gRPC APIs in Python with authentication, request validation, and structured responses. The entire setup will be containerized using Docker for easy deployment, isolation, and scalability. Clear documentation will be provided for deployment and API usage. I focus on building real production systems, not demos. I’m highly motivated to work on this project and am willing to start at the minimum budget to deliver a reliable, secure solution and build a long-term collaboration. Best regards, Akash
₹12,500 INR in 10 days
0.0
0.0

I can help you set up Gemma 3 (27B) in a secure, production-style black-box architecture on your own infrastructure. I have experience deploying large language models locally or on servers and exposing them strictly through controlled APIs. I will run the model on your machine or server, fully isolate the weights and inference logic, and expose only secure REST or gRPC endpoints for frontend consumption. The frontend will have zero direct access to the model, ensuring IP protection, controlled usage, and production-grade separation. I can also help with API security (auth, rate limiting), inference optimization, and deployment best practices so the setup is stable, scalable, and ready for real use.
₹25,000 INR in 7 days
0.0
0.0

Dear Client, Good morning . How are you? I hope this proposal finds you well. I'M A CERTIFIED & EXPERIENCED EXPERT This is to inform you that I have KEENLY gone through your project description, CLEARLY understood all the project requirements as instructed in your project proposal and this is to let you know that I will perfectly deliver as desired. Being in possession of all stated required skills, (REST API, Machine Learning (ML), Python, Linux, Ubuntu, Docker, Software Architecture, Network Administration, API Development and AI Development), as this is my field of professional specialization having completed all certifications and developed adequate experience in the respective field, I hereby humbly request you to consider my bid for professional, quality and affordable services that meet all your requirements. I always guarantee timely delivery and unlimited revisions where necessary hence you are assured of utmost satisfaction when working with me. Please send me a message so that we can discuss more and seal the project. THANK-YOU & WELCOME.
₹37,500 INR in 1 day
0.0
0.0

I can help you set up Gemma 3 (27B) on your own infrastructure with a secure black-box architecture. The model, weights, and logic will remain fully hidden, while I expose only REST/gRPC APIs for your frontend to consume. I have experience with Python, Docker, Linux, API development, and AI deployment, and can ensure a production-ready, secure setup for your model. Happy to discuss the exact architecture and start immediately.
₹130,000 INR in 2 days
0.0
0.0

Subject: Deploy Gemma 3 (27B) Securely via Docker & vLLM/Ollama (Black-Box API) Hi there, I analyzed your requirement for a "Black-Box" setup for Gemma 3. While many developers focus on the python code, the real challenge here is Infrastructure Security and Containerization to ensure the model weights remain hidden while the API performs fast. As a Linux & Cloud System Administrator, here is my "Production-Grade" deployment plan: 1. Inference Engine Setup: Instead of writing slow custom Python scripts, I will deploy vLLM or Ollama on your Linux server (with Nvidia CUDA support). These engines are optimized for the 27B model and provide lightning-fast inference. 2. Black-Box Containerization (Docker): I will wrap the entire setup inside a Docker Container. This ensures the model runs isolated from the OS. 3. Security Layer (Nginx Reverse Proxy): I will configure Nginx as a gateway. It will expose only the secure REST/API endpoint to your frontend. Direct access to the model files or logic will be strictly blocked via firewall (UFW). 4. API Security: I will implement Basic Auth or API Key validation at the Nginx level. Deliverable: A fully secured API endpoint where your frontend can send prompts and get answers, but NO ONE can touch the model backend. I am ready to check your server's GPU specs and start the deployment. Best regards, Sheikh Alamin S. Linux & DevOps Specialist
₹20,000 INR in 3 days
0.0
0.0

Delhi, India
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