Fine-Tuning Open Source Models for Data Extraction with LangChain Integration

€30-250 EUR

Open

Posted

about 5 hours ago

•

Ends in 6 days

€30-250 EUR

Paid on delivery

We are seeking an experienced developer or team to build a pipeline for fine-tuning open-source language models (e.g., LLaMA, GPT-J, etc.) to optimize their performance for data extraction tasks. The project includes integration with LangChain TypeScript (TS) and the implementation of feedback loops to ensure a robust validation process, including ZOD validation. Key Objectives: 1. Pipeline Development: • Build a pipeline that fine-tunes open-source models for extracting specific data from text inputs. • Ensure the pipeline supports continuous improvement with fine-tuning iterations. 2. LangChain Integration: • Integrate LangChain TS for improved processing, chaining, and orchestration of model inputs and outputs. 3. Feedback Loops and Validation: • Implement feedback loops to improve model outputs over time. • Apply ZOD validation for robust schema validation of the JSON outputs. 4. Data and JSON Requirements: • Input: Text data provided as input for extraction. • Output: Valid JSON objects that adhere to a predefined format. 5. Test Data Requirements: • Determine the necessary amount of test data required for effective model training and evaluation. • Provide recommendations on the data split for training, validation, and testing. 6. Documentation: • Provide detailed documentation of the pipeline, processes, and integration for future reference and scalability. Requirements: • Expertise in NLP, fine-tuning open-source models, and data extraction. • Proficiency in LangChain TS and ZOD validation. • Strong skills in Python and/or TypeScript. • Ability to deliver both technical solutions and comprehensive documentation. Deliverables: 1. Fully functional pipeline for fine-tuning and data extraction. 2. Integration of LangChain and feedback loops for validation. 3. Finalized and validated JSON outputs adhering to the provided schema. 4. Comprehensive documentation of the process and codebase. Compensation: We are open to both fixed-price and hourly rate proposals. Please include your estimated timeline and cost breakdown in your application. If possible, provide a recommendation for the required volume of test data needed to achieve optimal fine-tuning results. Looking forward to your proposals!

Large Language Models (LLMs)

Project ID: 38976267

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16 freelancers are bidding on average €825 EUR for this job

@Mrenat1

Hello I'm an AI and full stack developer with 5 years of expeirence. I have rich experience in LLMs(openai, llama), langchain, rag and vectordb. I have several AI bot using langchain, llms, rag and vectordb. I also built test system. I understand all your requirement and I can provide good result. I'm looking forward to work with you. Thanks

€140 EUR in 7 days

5.0

(1 review)

3.3

@kosticdusan3

Hi Maya Soultions Ug H. ! I have worked with similar project which you posted project "Fine-Tuning Open Source Models for Data Extraction with LangChain Integration" so I can provide you with a satisfied result. Now I'm fully available to get started on your project immediately and you will find it interesting to discuss your project details. Best Regards !

€100 EUR in 1 day

5.0

(1 review)

1.9

@ivans69

Hi, Maya Soultions Ug H. I am thrilled about the opportunity to collaborate on your project! With extensive experience in Typescript, Large Language Models (LLMs), NLP, LLaMA 2 and LangChain, I bring a professional skillset and a deep commitment to delivering exceptional results. I am constantly striving for growth, and this project presents an exciting opportunity not only to apply my expertise but also to push boundaries and deliver even greater value to your vision. What sets me apart is my dedication to every detail of a project and my passion for delivering value. I aim to exceed expectations and ensure your vision is realized. When you work with me, you're not just hiring a developer – you're gaining a reliable partner who will stand by you every step of the way. Please send a message to discuss more about this project. I’d be delighted to explore how I can contribute to your success. Your sincerely, Ivan

€100 EUR in 2 days

5.0

(1 review)

1.4

@elvis162

Hello there! Going through your job description, I believe my skill set makes me an excellent fit. I am very confident for your job - Fine-Tuning Open Source Models for Data Extraction with LangChain Integration because I have worked on similar project before. I'm available to start immediately and would welcome the opportunity to discuss the project specifics with you. I look forward to the chance to work with you on this project. Best regards, Elvis Miladinovic

€100 EUR in 2 days

5.0

(1 review)

0.4

@kostad1

Hey Mate! Great! I can help you perfectly with your project. I am skilled in NLP, LangChain, Large Language Models (LLMs), LLaMA 2 and Typescript. Let's discuss your project in more detail via chatting. Regards Kosta

€155 EUR in 1 day

0.0

(0 reviews)

0.0

@meftaht

Hello, As an experienced full-stack developer with deep proficiency in both frontend and backend development, I believe I am the ideal fit for your project. Not only am I well-versed in building analytical pipelines and applying machine learning models, but I also possess a comprehensive understanding of NLP and data extraction, including fine-tuning open-source models like LLaMA or GPT-J. Additionally, your endeavor to integrate LangChain TypeScript aligns perfectly with my skill-set. My knowledge of TypeScript's processing capabilities and its role in improved chaining and orchestration will provide immeasurable value to your project. Furthermore, pertaining to crucial elements like feedback loops for validation and ZOD validation for JSON outputs, my extensive experience implementing robust frameworks into systems will be an asset towards ensuring the pipeline's sustainability. Lastly, I take pride in my ability to not only deliver technical solutions effectively but also document them meticulously. This means that you can expect thorough documentation that would not only help you during current deployment but also serve as a reference point for future scalability. With a strong commitment to quality codes and meeting deadlines within budgetary constraints, I am confident in my ability to generate desired results for you. Let's join forces to create a robust pipeline and unlock deeper insights from your data! Thanks!

€180 EUR in 5 days

0.0

(0 reviews)

0.0

@sasa34

Hello, As an experienced FullStack developer with a strong background in backend technologies like Node.js/Express JS and database systems such as Microsoft SQL and MySQL, I am well-equipped to meet the complex requirements of your project. Having worked for over a decade with JavaScript and PHP, I have garnered proficiency in numerous frameworks, including LangChain TypeScript (TS). This makes me an ideal candidate for integrating LangChain TS into your pipeline for enhanced processing and chaining of model inputs and outputs. Moreover, my expertise extends to Natural Language Processing (NLP), which is crucial for the fine-tuning of open-source language models, such as LLaMA and GPT-J — precisely what you're looking for. With thorough knowledge of NLP techniques and data extraction processes, I am confident in building a pipeline that not only expects high performance in extracting text inputs but also supports continuous improvement through iterative fine-tuning. While solid technical skills are fundamental to any project, I believe effective documentation plays an equally vital role. In this regard, I ensure comprehensive documentation that doesn't just outline solutions but also outlines the rationale behind decision-making processes. My approach is fueled by forging scalable solutions with an eye on the future that adheres to predefined formats when generating the JSON objects. If chosen, I will greatly emphasize providing de Thanks!

€155 EUR in 1 day

0.0

(0 reviews)

0.0

@muzammilkhan17

Hello Maya Soultions Ug H., 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 Typescript, NLP, LangChain, LLaMA 2, Large Language Models (LLMs) Lets connect in chat so that We discuss further. Regards

€250 EUR in 7 days

0.0

(0 reviews)

0.0

@divumanocha

Hello, I am excited about the opportunity to work on this project with you. It’s a great match for my skills. Please feel free to check out my profile, and let’s discuss the details so we can move forward. I would love to show you what I can do and prove a valuable asset. I am ready to start right away and will give it my all to meet your expectations. Thank you so much! Divya

€250 EUR in 7 days

0.0

(0 reviews)

0.0

@abdellaha909

I am an AI engineer with 3 years of experience specializing in NLP, fine-tuning large language models (LLMs), and building robust pipelines. My proven skills in fine-tuning open-source models, LangChain integration, and JSON schema validation ensure high-quality results tailored to your goals. To tackle this project, I’ll implement a structured pipeline leveraging open-source models like LLaMA or GPT-J, integrating LangChain TS for enhanced orchestration, and ZOD validation for robust JSON schema adherence. My approach includes continuous feedback loops and optimization for improved extraction accuracy. **Deliverables** 1. Fully functional pipeline for fine-tuning and data extraction. 2. Seamless integration of LangChain TS and feedback loops for output validation. 3. Validated JSON outputs adhering to the provided schema. 4. Comprehensive documentation of the process and codebase. If this proposal aligns with your goals, we can discuss finer details, finalize milestones, and ensure a streamlined timeline. I’m ready to begin promptly and deliver results with efficiency and professionalism.

€80 EUR in 2 days

0.0

(0 reviews)

0.0

@lukasw1

Hey there! I'm a senior developer with over 8 years of experience in NLP and model fine-tuning. I’ve had my fair share of building pipelines similar to what you’re looking for, particularly focused on extracting data from text. In my last project, I developed a pipeline that fine-tuned a BERT model specifically for entity recognition, which was a game-changer for our data extraction tasks. I integrated LangChain to streamline the processing of inputs and added feedback loops that significantly improved our outputs based on user feedback. This resulted in a solid lift in accuracy and relevance of the extracted information. I’m well-versed in ZOD validation and have used it to ensure our JSON outputs were robust and structured, which made the integration smoother for downstream applications. I also have experience in recommending optimal data splits and volumes for effective training, usually suggesting a 70-20-10 split for training, validation, and testing phases. Current challenges I face include dealing with inconsistent data formats. I've implemented strategies to normalize these formats before fine-tuning, which has improved our model's adaptability and performance. I’d love to discuss how my skills can align with your project and look forward to your response! Let’s make this happen! Best,

€150 EUR in 3 days

0.0

(0 reviews)

0.0

@ramonantonio716

@Happy New Year!@ I am excited to assist with building a fine-tuning pipeline for optimizing open-source language models (e.g., LLaMA, GPT-J) for data extraction tasks, including integration with LangChain TS and feedback loops with ZOD validation. @Approach: - Pipeline Development: Create a scalable pipeline for fine-tuning models to extract structured JSON from text, supporting iterative improvements. - LangChain TS Integration: Seamlessly chain input-output operations for efficient data processing and orchestration. - Feedback Loops and ZOD Validation: Implement automated feedback mechanisms to refine outputs, ensuring JSON schema adherence. - Data Requirements: Provide guidance on optimal test data volume and splits (e.g., 70% training, 15% validation, 15% testing). @Deliverables: - Functional fine-tuning pipeline with validated JSON outputs. - Integrated LangChain TS and ZOD validation. - Comprehensive documentation for scalability and future use. @Timeline and Cost: Estimated Duration: ~9 weeks (phases include research, pipeline setup, integration, testing, and documentation). Cost: $30/hour My expertise in NLP, LangChain, and schema validation ensures a robust solution tailored to your needs. I am ready to deliver exceptional results while maintaining clear communication throughout. Looking forward to your response!

€10,000 EUR in 45 days

0.0

(0 reviews)

0.0

@sainipray

With 8 years of experience in Python and Django and as an active member of the Django Individual Foundation, I have significantly contributed to the Django community by delivering scalable and innovative solutions. I specialize in developing robust web applications, open-source libraries, and AI-driven solutions. My expertise includes large language models (LLMs), AI chatbot development, and tools like LangChain, OpenAI, and LLaMA 2. I ensure comprehensive full-stack solutions tailored to diverse business needs. Skills and Techniques: Large Language Models (LLMs) LangChain OpenAI LLaMA 2 AI Chatbot Development Python Django JavaScript Linux Data Processing Web Scraping HTML5 Git Spark Data Analytics Data Scraping Payment Gateway Integration Backend Development RESTful API I am committed to delivering high-quality solutions that drive growth and innovation

€1,000 EUR in 7 days

0.0

(0 reviews)

0.0

@alphalink01

Dear [Hiring Manager's Name], I am excited to apply for the NLP project. With my experience in natural language processing and fine-tuning language models, I believe I can create an effective solution for your needs. Expertise and Approach I have a strong background in building data extraction pipelines. I am skilled in Python and TypeScript, making me capable of integrating LangChain TS smoothly. My experience with ZOD validation will ensure our outputs are accurate and reliable. Proposed Strategy Pipeline Development: I will create a flexible pipeline for continuous fine-tuning, adapting to varying data extraction challenges. LangChain Integration: This will improve our processing capabilities and streamline interactions. Feedback and Validation: We will implement feedback loops for ongoing improvement and use ZOD for rigorous output validation. Documentation: I will provide thorough documentation for future scalability and maintenance. Test Data Recommendations For optimal results, a dataset representing expected scenarios is essential. I suggest a split of 68% training, 16% validation, and 16% testing, but I’m open to discussing adjustments based on your needs. Timeline and Cost I can work on a fixed price or hourly rate. The pipeline development is expected to take about 10 days, and I can provide a detailed cost estimate upon further discussion. I’d love to discuss this project further and how I can help. Looking forward to your response! Best regards, Hirose

€200 EUR in 10 days