LLM Deepseek Model Integration & Prompt File Management Web Services

$15-25 USD / hour

In Progress

Posted

about 1 month ago

$15-25 USD / hour

******Phase 1: Demo phase: Being sure working on LLM model&api, [login to view URL], vector db and method. Environment Setup: Install and configure Milvus as the vector database on Modal.com. Set up collections and partitions for different (2 different DB schema for demo) users and documents. Cloud GPU Server Setup: Select and download a suitable Huggingface model for token generation. Integrate the LLM Deepseek model for RAG. Document Processing. DEMO for simple prompt test on [login to view URL] (Session or assistant or user based) $500 payment for phase 1 ******Phase 2: Production phase: Develop to work with APIs to manage document and users. API Development: Framework Selection: Use Python frameworks FastAPI Document Management APIs: Upload new documents. Delete or update existing documents. Handle changes by reprocessing and updating embeddings. Prompt Handling API: Receive prompt requests. Retrieve relevant documents using Milvus. Generate responses using the integrated LLM. Return responses in JSON format. Integration with Milvus: LLM Deepseek Integration: Fine-tune or configure Deepseek models as required. Optimize model performance on the cloud GPU server. Live Demo on Deployment on [login to view URL] $600 payment for phase 2 *****Phase 3: Test and Delivery phase: Write unit tests and integration tests for all services. Perform load testing to assess performance under different scenarios. Validate security measures and data privacy compliance. Documentation and Installation Scripts: Create comprehensive documentation for: System architecture and design. API endpoints and usage. Installation and setup procedures. Develop installation scripts for easy deployment on Linux servers. Final Review and Delivery Sending All source codes for the services, models, and scripts developed. $900 payment for phase 3

Python

Software Architecture

AI (Artificial Intelligence) HW/SW

Project ID: 38854438

About the project

24 proposals

Remote project

Active 1 mo ago

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Awarded to:

@tadinhkien

Greetings, Thank you for considering my application for this project. As an AI Engineer and Developer with over 8+ years of experience, I bring a wealth of knowledge and expertise in the field of 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 USD in 20 days

4.9

(228 reviews)

6.6

24 freelancers are bidding on average $21 USD/hour for this job

@mannanmaan1425

Hello Okan, I have thoroughly reviewed the details of your job posting and am confident that my extensive expertise in Python, Software Architecture, AI (Artificial Intelligence) HW/SW, combined with my deep experience in Python and software development, makes me an excellent fit for this project. I am passionate about crafting robust, scalable software solutions and am ready to start immediately. Please feel free to reach out if you would like to discuss further. Best regards, Abdul Mannan

$15 USD in 7 days

4.8

(61 reviews)

6.0

@ahmadkamaleddin

Your project aligns well with my expertise in LLM integration, Python-based backend development using FastAPI, and Milvus vector database for managing document embeddings. I also have experience deploying models on cloud platforms with auto-scaling services. Let me know if you’d like to discuss details or need references from similar projects I’ve completed.

$20 USD in 40 days

5.0

(5 reviews)

3.9

@kursv526

Hello! I am interested in LLM Deepseek Model Integration & Prompt File Management Web Services. With 7+ years experience in software development, I have 100+ successful projects built and 60+ happy clients. From my rich experience and deep knowledge in developing projects such as yours, I have fully understood what you want and what you are going to do. I am expertise in Python, AI (Artificial Intelligence) HW/SW and Software Architecture and I am confident that I can deliver you the wonderful result and bring your project to life. I'd like to have a more beneficial chat for your project. Best Valentyn

$20 USD in 37 days

5.0

(2 reviews)

3.6

@manpreetkaur991

Hello, As a seasoned web and mobile developer, I bring a range of technical skills and experience to the table that make me an ideal fit for your LLM Deepseek Model Integration & Prompt File Management Web Services project. My familiarity with Python will be key in setting up & configuring Milvus, and integrating the formidable LLM Deepseek model. Trust me to finesse your document management API, ensuring smooth document upload, update, and prompt handling functions. Additionally, my utilization of FastAPI based on Python for API Development aligns perfectly with your project's requirements. This Python framework will allow for efficient document handling: processing, generating embeddings, and managing updates effortlessly. My fluency in using various databases (SQL & NoSQL) reinforces my ability to work seamlessly with Milvus for optimal performance. A unique strength I possess is in writing comprehensive system architecture documentation as well as clear instructions for installation and setup procedures. In conclusion, engaging my services guarantees meticulous integration of various models, thorough validation via unit testing & load testing whit respect to security and data privacy compliance to ensure a high-quality delivery across all phases. Thank you Manpreet Kaur

$15 USD in 40 days

4.4

(3 reviews)

3.8

@mihajlom3

Hi ! Okan T. I have to say, this job post really stuck out to me – I’m a perfect fit for this project-LLM Deepseek Model Integration & Prompt File Management Web Services. I have carefully reviewed your project requirements and I am confident that my expertise and experience make me the perfect fit for this job. I am looking forward to discussing further details with you. Thank you for considering my services.

$25 USD in 29 days

5.0

(1 review)

2.2

@RMMcontractors

Hello Okan T., I read your project details and I am excited to express my interest in your project. With several years of experience in full-stack development, I am confident in my ability to bring substantial value to your project. And also I have various experiences in Python, Software Architecture, AI (Artificial Intelligence) HW/SW. I am a passionate developer and always strive to implement best practices on all my projects. I can start the work for you immediately and will do my best for you and your project. Please message me if you are interested in me. Regards

$20 USD in 7 days

0.0

(0 reviews)

0.0

@climaxH

As an experienced Python developer with expertise in LLM models and API integration, I have thoroughly reviewed your project requirements. I am confident in my ability to deliver exceptional results for your Deepseek Model Integration & Prompt File Management Web Services project. I am keen to discuss further details and collaborate closely to ensure the successful implementation of your exciting project. Let's connect via chat to explore how we can bring your vision to life effectively.

$25 USD in 7 days

0.0

(0 reviews)

0.0

@runzej7

Hello Okan T., 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, Software Architecture, AI (Artificial Intelligence) HW/SW Lets connect in chat so that We discuss further. Regards

$25 USD in 7 days

1.0

(1 review)

0.9

@CodeniaTechno

Hello Okan, We are Codenia Technologies LLP, with over 10 years of experience in Python. We have carefully reviewed your project requirements for integrating the LLM Deepseek Model and managing prompt files. For Phase 1, we will set up Milvus as the vector database, configure collections and partitions, and integrate the LLM Deepseek model for RAG. In Phase 2, we will develop APIs for document and user management, using FastAPI and integrating with Milvus. Finally, in Phase 3, we will conduct thorough testing, ensure security measures, and provide comprehensive documentation and installation scripts. We would like to discuss your project further in chat to understand your needs better. Thanks, Rupesh Kumar

$20 USD in 7 days

0.0

(0 reviews)

0.0

@pablomontoro040

As a highly skilled Python developer, I would be thrilled to take on your LLM Deepseek Model Integration & Prompt File Management Web Services project. With my deep understanding of the vector database Milvus and experience in designing and managing web services, I am confident that I can expertly execute all three phases of this extensive project. Throughout Phase 1, I will comprehensively install and configure Milvus as your vector database and set up collections and partitions to ensure seamless user and document management. Not only that, but my expertise also extends to handling prompt requests, retrieving relevant documents, generating responses using the integrated LLM, and returning them in JSON format - all of which aligns perfectly with what you require for Phase 2 development. Phase 3 is where I truly shine. I bring to the table exceptional skills in writing unit & integration tests, load testing performance evaluation, data privacy compliance assessment, and creating detailed yet user-friendly documentation - procedures essential for an optimal completion & future scalability of your project. Trust me with your project and witness an adept freelancer turn vision into reality!

$20 USD in 40 days

0.0

(0 reviews)

0.0

@zeljkoweb

Hey Mate! Thank you for the job posting! I read your project description carefully and got interested. I am skilled in Python, Software Architecture and AI (Artificial Intelligence) HW/SW. I don't like ramble. I am ready to start working now and will deliver the best result asap. Best regards Zeljko

$25 USD in 21 days

5.0

(1 review)

0.0

@johncarlITSer

Hello, I have over 8 years of hands-on experience in building AI-driven applications and working with tools like Huggingface models, vector databases like Milvus, and frameworks like FastAPI, I am confident in delivering this project seamlessly. I have a strong background in setting up GPU cloud environments, integrating large language models (LLMs) for RAG workflows, and developing robust APIs for document management and prompt handling. My approach ensures efficient development, secure data handling, and performance optimization, aligning perfectly with your outlined phases and objectives. Lets chat so that I can better understand the technical aspects of the project. Anurag

$15 USD in 40 days

0.0

(0 reviews)

0.0

@shayne321

Hello Okan T., I went through your project description and it seems like I am a great fit for this job. I am an expert who have years of experience on Python, Software Architecture, AI (Artificial Intelligence) HW/SW Please come over chat and discuss your requirement in a detailed way. Cheers!

$20 USD in 7 days