Fine-Tuning Gemini and Ollama Models for Text Classification (Spanish Dataset)
$30-250 USD
Plačilo ob prevzemu
We are looking for a freelancer with proven experience in fine-tuning Gemini and Ollama models, for text classification tasks. Our project involves a dataset composed of over 10,000 records of police reports, each classified into categories such as Robbery, Theft, Fraud, among others.
The training could be online, but the model should run locally, which, is already working.
Key Information:
All records are stored in our database, and we can export them to a JSONL format for training purposes.
Currently, without fine-tuning, we achieve an accuracy of 60%.
Objective: Achieve a classification accuracy above 90% by fine-tuning models.
The final model should be capable of receiving a new police report and accurately predicting the corresponding category.
Requirements:
Experience: Demonstrated expertise in fine-tuning Gemini and Ollama models for text classification.
Deliverable: Provide the complete code and process for fine-tuning the model, including preprocessing, training, and testing. The resulting model should:
Accept a police report as input.
Return the corresponding classification with high accuracy.
Language: Proficiency in Spanish NLP tasks is essential, as the dataset and classifications are entirely in Spanish.
Familiarity with manipulating JSONL datasets for training.
Expectations:
The freelancer should guide us in building a robust training pipeline and optimizing model performance.
Regular updates and documentation on the progress of the fine-tuning process.
Suggestions for improving the dataset, if necessary, to enhance the model’s effectiveness.
This is an exciting opportunity to work on a real-world application of NLP with a meaningful impact. If successful, there’s potential for ongoing collaboration to expand the project.
ID projekta: #38990616
Več o projektu
40 freelancerjev ponuja v povprečju za $185 na tem delu
Hello, Ariel. I would be happy to assist with fine-tuning Gemini and Ollama models for your text classification project. My approach will involve preparing and optimizing your dataset, fine-tuning the models, and impl Več
Hello Ariel, I have carefully reviewed your job posting and am confident that my expertise in Python, Data Processing, Node.js, Large Language Models (LLMs), combined with extensive experience in Python and software Več
Hello there, I have hands-on experience fine-tuning large language models like Gemini and Ollama, specifically for text classification tasks in real-world applications. Given your dataset of over 10,000 Spanish poli Več
Hello, With my expertise in Python, data analytics, and AI technologies, I am well-equipped to fine-tune Gemini and Ollama models for high-accuracy text classification tasks. I have hands-on experience in data preproc Več
Hello,I can definitely fine tune .I have 6 years of experience in Machine Learning engineering.I look forward to connect to you.
Having worked extensively in Node.js and Python, I am excited to apply my skills and expertise to fine-tune the Gemini and Ollama models for your Spanish text classification project. My knowledge of Data Processing giv Več
Hello, I'm interested in your project Fine-Tuning Gemini and Ollama Models for Text Classification (Spanish Dataset) . Please feel free to send me a message or schedule a call so that we can discuss it further. Kin Več
Hello there I am a GenAI engineer with extensive experience with fine-tuning models. I have worked on similar projects related to fine-tuning open source models for tect classification. I’m familiar with JSONL format f Več
With over 7 years of diverse and comprehensive Python programming experience, including Node.js, I believe I have the technical skills you need to tackle this intriguing NLP project. My proficiency in machine learning Več
Hey Ariel L., I just finished reading the job description and I see you are looking for someone experienced in Large Language Models (LLMs), Node.js, Python and Data Processing. This is something I can do. Please revi Več
Hi, I have 7+ years of experience developing similar solutions. I can assist you in fine-tuning Gemini and Ollama models for Spanish text classification to achieve over 90% accuracy, leveraging your dataset of police r Več
Hi Ariel L.! I came across your project, "Fine-Tuning Gemini and Ollama Models for Text Classification (Spanish Dataset)," and I’m excited about the opportunity to help you achieve your goals. With expertise in Node.j Več
