(⚠️urgent project. please only bid if you’re passionate and available to work intensely)
Key Steps:
1. Model Selection: Use open-source models like:
• Text Only: LLaMA 2, Mistral, Mixtral, Falcon.
• Multimodal (Text + Images): LLaVA, OpenFlamingo, Gemma, PixArt.
2. Dataset Preparation:
• Gather proprietary text + file data for training.
• Clean and preprocess data using tools like langchain and datasets.
3. Fine-Tuning:
• Fine-tune the model using LoRA, QLoRA, or PEFT techniques for efficiency.
• Use Hugging Face Transformers or Deepspeed for training.
4. Exporting the Model:
• Save the model weights and tokenizers.
• Convert to ONNX or TorchScript for optimized inference.
5. Self-Hosting:
• Deploy the model on a GPU server using:
• Hugging Face Inference Endpoint.
• NVIDIA Triton Inference Server.
• Kubernetes for scaling.
6. Security:
• Use Kyber for post-quantum encryption during model communication.
(((PLAN
#Get the Model: Download the pre-trained LLaVA weights.
#Fine-Tune on our Data: Use tools like Hugging Face’s transformers library.
#Export the Fine-Tuned Model: Save the new weights and tokenizer.
#Self-Host: Deploy using frameworks like Hugging Face Inference Endpoints, Nvidia Triton, or FastAPI.
)))
With over 7 years of experience in backend programming focusing on Python, my machine learning skills make me the ideal choice to tackle your urgent LLaVA model fine-tuning project. I'm well-versed with Hugging Face's Transformers and can efficiently deploy models using frameworks like Hugging Face's Inference Endpoint, Nvidia Triton, or FastAPI.
Moreover, I’m a wizard at working with datasets and trained on optimizing speed through techniques like LoRA, QLoRA, and PEFT. My experience with low and no code solutions will be beneficial for your business as we can save precious time while still delivering quality outcomes.
Hi there Masudul I.,
I'm bidding on your project "LLaVA Model Fine-Tuning". Let's dive in and have a meeting
I am expert in this area. please leave a message on my chat so we can discuss the budget and deadline of the project. I have read your project description and i'm confident i can do this project for you perfectly.
Regards,
Usama
..
Hello,
I understand that you need an urgent fine-tuning of the LLaVA model, focusing on a well-structured approach that includes model selection, dataset preparation, and deploying the model securely. I am passionate about machine learning and have experience working with models like LLaMA and LLaVA, which will enable me to effectively gather and preprocess the required data. My approach will emphasize efficient fine-tuning using techniques like LoRA while ensuring proper model exporting and secure self-hosting on a GPU server.
What specific datasets do you have in mind for training the model?
Thanks,
Muhammad Awais
Dear Hiring Manager,
I am thrilled about the opportunity to work on the LLaVA Model Fine-Tuning project. With a strong background in Machine Learning and AI, I am well-equipped to handle the key steps involved. I will carefully select the most suitable model, prepare the dataset meticulously, and fine-tune the model using state-of-the-art techniques for optimal efficiency. My expertise with tools like Hugging Face Transformers and experience in deploying models on GPU servers will ensure a seamless integration and deployment process. I am committed to delivering high-quality results and am eager to contribute my skills to this project.
Looking forward to the possibility of collaborating on this exciting project.
Best regards,
Hello Masudul I.,
I understand that you require assistance with fine-tuning the LLaVA model for efficient performance. I plan to follow a structured approach for this project, including model selection from open-source options, dataset preparation with proprietary text and file data, fine-tuning using advanced techniques like LoRA and QLoRA, and exporting the model for optimized inference.
With my expertise in Machine Learning (ML) and experience in utilizing tools like Hugging Face Transformers and Deepspeed for training, I am confident in delivering high-quality results. Effective communication will be maintained throughout the project to ensure alignment with your expectations.
Best regards.
Hello Masudul I.,
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 Machine Learning (ML), Encryption, Deep Learning, Deep Neural Network
Please come over chat and discuss your requirement in a detailed way.
Thank You
Masudul, let's fine-tune your LLaVA model for optimal performance! With a passion for intense work, I'll select the right model (LLaVA or others) and prepare your dataset meticulously. Utilizing LoRA or QLoRA techniques, I'll fine-tune the model efficiently with Hugging Face Transformers. Once done, I'll ensure seamless deployment on a GPU server using Hugging Face Inference Endpoint or NVIDIA Triton. Need top-notch security? I've got you covered with Kyber encryption. Contact me for samples of my previous work. How do you plan to gather and clean your proprietary text and file data for training?
Hi Masudul I., I'm Stefan from Serbia. I've carefully read your project description and I'm confident I can complete it perfectly. I have 6 years of experience working on similar projects and I'm skilled in Deep Neural Network, Deep Learning, Machine Learning (ML) and Encryption.
I will make sure to deliver the results you need on time and to your satisfaction. I'd like the chance to discuss how I can help with your project.
Additionally I can show you my past similar project if you give me chance.
Thank you,
Stefan
Hello, Masudul I., thanks for posting the job "LLaVA Model Fine-Tuning" I have the necessary skills, knowledge and expertise to help you complete your project and have successfully completed projects of similar complexity 3 weeks ago.
I'm available to start immediately and can deliver you of high-quality work delivered with fast speed and efficiency.
Let's have a brief call or chat soon to discuss further details. Looking forward to working with you!
Best regards,
William
Hi Masudul I.
I am Leo Yeung from Hong Kong who has over 8 years of experience in Software development.
I'm really pumped about this opportunity! I have checked your job description for LLaVA Model Fine-Tuning. I recently led a project with similar challenges and nailed it. I am very proficient in Deep Learning, Deep Neural Network, Machine Learning (ML) and Encryption, and I'm ready to bring my skills and energy to your project.
I can deliver you 100 % satisfied result within your deadline. I would be delighted to have a brief chat to discuss the project further. Thank you for considering me for this opportunity, and I look forward to working together with you on this project.
Let's achieve your goal together!
Best regards,
Leo Yeung
Hello!
I’m excited about the opportunity to work on your urgent project.
I fully understand the steps involved—from model selection using LLaMA 2 or LLaVA, to dataset preparation and fine-tuning with efficient techniques like LoRA.
I will ensure the model is exported correctly for optimized inference, followed by self-hosting on a GPU server using Hugging Face or NVIDIA Triton.
With my expertise in machine learning and deep learning, I can complete this project efficiently and within a soft budget.
Let’s get started on delivering outstanding results together!
Best regards, Xander
