Central Kurdish Chat Model Fine-Tuning

@gm341473

With my strength in Machine Learning (ML), I am well-equipped to fine-tune and train your Central Kurdish (CKB) chat model. Having worked extensively with open-source models (OSS) such as LLaMA and Phi (Microsoft), I have a solid foundation that can be leveraged to optimize your chat application. I understand the significance of improving conversation quality, understanding, and context handling in CKB, and I'm ready to put my skills into action for this project. In regards to your dataset, I draw from experience managing large amounts of data in past projects and ensure its accuracy for training purposes. Assimilating 50K instruction dataset won't be a challenge but an opportunity to make significant advancements with your chat model. My commitment is not only to meet but exceed your expectations. Through my work, I aim to deliver solutions that are not only efficient and scalable but also have a lasting impact. So if you're looking for a resourceful AI/ML developer who can bring your vision to life through cutting-edge technologies, look no further. Let's elevate this project together!

@vorasiddh4it

Hello Zanyar J. I’m a hands-on AI/ML engineer with proven experience fine-tuning open-source LLMs for low-resource languages and domain-specific chat applications. I’ve worked extensively with LLaMA-family models and Microsoft Phi, optimizing instruction-following, context retention, and conversational quality. I can show demo code, training pipelines, and evaluation results before we finalize the deal. ? Relevant Hands-On Expertise 1️⃣ OSS LLM Fine-Tuning – LLaMA 2/3, Phi-2/Phi-3 using LoRA, QLoRA 2️⃣ Low-Resource Language NLP – tokenization strategy, data normalization, prompt engineering 3️⃣ Chat Model Optimization – context window tuning, instruction alignment, response safety 4️⃣ Training Stack – PyTorch, HuggingFace, PEFT, Accelerate, DeepSpeed 5️⃣ Evaluation – BLEU, ROUGE, human-in-the-loop chat quality review ? Approach for Your CKB Chat App • Clean & normalize the 50K instruction dataset (CKB-specific preprocessing) • Select optimal base model (LLaMA vs Phi tradeoff) • Apply LoRA/QLoRA fine-tuning for efficiency • Improve context handling via system prompts & multi-turn training • Deliver reproducible training scripts + inference-ready model ? Relevant Projects Low-Resource Language Chatbot (LLaMA + LoRA) Instruction-Tuned Assistant using Phi-3 Multilingual AI Agent for Regional Languages ✅ What You Get • Fine-tuned CKB chat model • Clean, documented training & inference code • Evaluation report + improvement notes

@DGM999

Hello, I’ve carefully reviewed your project and know exactly how to deliver results that are strategic, efficient, and tailored to your goals with no wasted time or guesswork, just real, measurable value. With several years of hands-on experience in Machine Learning (ML), AI Consulting, Natural Language Processing, AI Text-to-text, AI Chatbot Development, AI Model Development, AI Development, AI Agents, I bring not just expertise but a track record of delivering results that help clients move forward with confidence. My Portfolio: https://www.freelancer.ca/u/DGM999 If you’re looking for reliable, quality-driven support, I’m just a message away. Let’s make it happen. Best Regards, Sadat Saeed

@huzaifa306

Hi, I am an experienced AI and ML developer with hands-on experience fine-tuning open source models such as LLaMA and Microsoft Phi. I can train and optimize your chat model using your 50K Central Kurdish dataset to improve conversation quality, context understanding, and response accuracy.

@MZITSERVICES

Hi there, I am A.R.M. MASUD, with a strong Data Science background. As a Python developer, I have extensive experience building robust, scalable, and efficient solutions that address various business needs. I understand the importance of delivering high-quality, well-architected code, and I am committed to working closely with you to ensure the project's success. I implement core functionality using Python, utilizing relevant libraries and frameworks such as Pandas, NumPy, GUI, SciPy, Matplotlib, Seaborn, Plotly, Scikit-learn, TensorFlow, Keras, PyTorch, spaCy, Flask, Django, FastAPI, OpenCV, and Jupyter. I am a professional responsible for extracting actionable insights and knowledge from large volumes of data using machine learning models, including CNNs, RNNs, LSTMs, GANs, Transformers, FNNs, ANNs, and DNNs. I conduct comprehensive unit, integration, and performance testing to ensure the solution is error-free and optimized. https://www.freelancer.com/u/MZITSERVICES I appreciate the opportunity to submit this proposal and am excited about the possibility of working with you to bring your project to life. Thanks A.R.M MASUD

@Joejoe777

Hi there, After studying your assignment, I've prepared the following options. I look forward to your feedback. Option A: I propose using Open-Source Models (OSS), LLaMA, and Phi (Microsoft) to enhance the Central Kurdish (CKB) chat model. By leveraging these tools, we can fine-tune the chat model to improve conversation quality, understanding, and context handling in CKB effectively. Option B: Another approach involves integrating AI Text-to-text, AI Chatbot Development, and Machine Learning (ML) techniques to train the chat model. This method aims to enhance AI capabilities for CKB conversations, ensuring optimal performance and user experience. Let's discuss in detail through chat.

@efanntyo

Hello Zanyar J. Hope you are doing well! This is Efan , I checked your project detail carefully. I am pretty much experienced with AI Development, Machine Learning (ML), AI Chatbot Development, AI Agents, AI Consulting, AI Model Development, Natural Language Processing and AI Text-to-text for over 8 years, I can update you shortly. Cheers Efan

@Rahulsingh5xz

Hello, I’m Rahul Singh from Team Velora, and for the past 3 years we’ve fine-tuned and deployed custom AI/ML models for niche languages and chat applications. We can take your 50K-instruction dataset to fine-tune an open-source model (LLaMA or Phi) for Central Kurdish, improving context understanding and conversation quality. Come in private chat to see examples of previous model fine-tuning projects we’ve delivered.

@jovani81

Hello, I am an AI/ML developer with hands-on experience fine-tuning open-source LLMs such as LLaMA and Microsoft Phi for low-resource languages and domain-specific chat systems. In a recent project, I fine-tuned a LLaMA-based model on ~40K instruction data for a regional language support chatbot. The main challenge was weak context retention and inconsistent intent understanding. I solved this by improving data normalization, adding conversation-style instruction tuning, and applying LoRA with careful hyperparameter tuning, which significantly improved coherence and response relevance. For your CKB chat app, I can clean and adapt the 50K dataset, apply efficient fine-tuning (LoRA/QLoRA), evaluate conversation quality, and deliver a deployable model with clear guidance for further improvements. Thanks

@TopWritingGuru

My name is Rabia Faisal, I am working in the writing industry since 2011. During this time, I have served countless clients with a full amount of satisfaction by providing them with TOP Quality Solutions. I have command of all references APA, Harvard, IEEE, MLA & Chicago, etc. I will provide plagiarism-free work with 100 percent accurate grammar within your given deadline. Please message me to get Top Class Services. I am waiting; https://www.freelancer.com/u/TopWritingGuru

@syeds273

Hey Zanyar J., Thank you for sharing the job details. After going through the description, it’s clear you need someone confident with Natural Language Processing, AI Development, AI Agents, AI Chatbot Development, AI Consulting, AI Model Development, Machine Learning (ML) and AI Text-to-text and can deliver clean, reliable results. That is exactly the kind of work done day to day, so this project is a great fit. Before getting started, there are a few points that would really help shape the best solution for you: Are all the mentioned skills and features mandatory, or is there any flexibility in the tech stack and scope? Is there any existing code, design, or documentation available, or should this be developed completely from scratch? What is your ideal timeline and any hard deadlines for milestones or final delivery? Why work with me? 1. More than 250 major projects completed, including complex, long-term engagements. 2. No negative feedback over the last 5 to 6 years, reflecting consistent quality and reliability. 3. 100+ recent major projects with 5-star reviews, showing that clients are not only satisfied but return with more work. Availability: 9 AM to 9 PM Eastern Time (full‑time freelancer, easy to collaborate and quick to respond). Portfolio: https://www.freelancer.com/u/syeds273 Recent, relevant work samples will be shared privately to protect client confidentiality. Please start the chat so we can finalize the project details, expectations, and the best e

@saliktechpro

Hey Zanyar J., I just finished reading the job description and I see you are looking for someone experienced in AI Model Development, Natural Language Processing, AI Consulting, AI Chatbot Development, AI Development, AI Agents, AI Text-to-text and Machine Learning (ML). This is something I can do. Please review my profile to confirm that I have great experience working with these tech stacks. While I have few questions: 1. These are all the requirements? If not, Please share more detailed requirements. 2. Do you currently have anything done for the job or it has to be done from scratch? 3. What is the timeline to get this done? Why Choose Me? 1. I have done more than 250 major projects. 2. I have not received a single bad feedback since the last 5-6 years. 3. You will find 5 star feedback on the last 100+ major projects which shows my clients are happy with my work. Timings: 9am - 9pm Eastern Time (I work as a full time freelancer) I will share with you my recent work in the private chat due to privacy concerns! Please start the chat to discuss it further. Regards, Salik.

@maximg10

⭐Hi, I’m ready to assist you right away!⭐ I believe I’d be a great fit for your project since I specialize in AI model development and have prior experience fine-tuning chat models using Open-Source Models (OSS), LLaMA, and Phi (Microsoft). With expertise in AI Chatbot Development and Natural Language Processing, I can enhance conversation quality and context handling in Central Kurdish (CKB) effectively. I have successfully fine-tuned chat models for various languages, improving conversation fluency and accuracy. This project aims to address the need for improved conversation quality, understanding, and context handling in Central Kurdish, utilizing a dataset of 50K instructions to train the chat model effectively. If you have any questions, would like to discuss the project in more detail, or would like to know how I can help, we can schedule a meeting. Thank you. Maxim

@fatimaw22

Hey Zanyar J., I just finished reading the job description, and I see you are looking for someone experienced in AI Text-to-text, AI Model Development, Natural Language Processing, AI Chatbot Development, AI Agents, Machine Learning (ML), AI Development and AI Consulting. This is something I can do. Please review my profile to confirm that I have great experience working with these tech stacks. While I have a few questions: 1. Are all these requirements? If not, please share more detailed requirements. 2. Do you currently have anything done for the job, or does it have to be done from scratch? 3. What is the timeline to get this done? Why Choose Me? 1. I have done more than 250 major projects. 2. I have not received a single bad feedback in the last 5-6 years. 3. You will find 5-star feedback on the last 100+ major projects, which shows my clients are happy with my work. I will share with you my recent work in the private chat due to privacy concerns! Please start the chat to discuss it further. Regards, Fatima Waqar.

@homAfra

Hello, I can fine-tune open-source LLMs like LLaMA and Microsoft Phi using your 50K instruction dataset to improve Central Kurdish (CKB) conversational quality, context retention, and intent understanding, applying proven techniques such as instruction tuning, LoRA/QLoRA, and evaluation loops for chat performance. I have 7+ years of engineering experience and hands-on work with OSS model fine-tuning pipelines, dataset preprocessing, and deployment-ready chat models with measurable quality improvements.

@novatech2210

Start the proposal with: “Just finished a very similar [project type] that delivered [measurable result] for a client…” Then connect it directly to the client's project. Write the rest of the proposal focusing on: • Technical approach • Tools, frameworks, APIs •:Keep it under 150-200 words max. Here is the project: [PASTE JOB POST]

@panroman50

Hello, I'm Roman, a seasoned full-stack developer with over 12 years of experience. I’ve worked extensively on projects involving machine learning, API integration, and RESTful services. With hands-on experience fine-tuning and deploying open-source models, I’m confident in my ability to train and optimize the chat model required for your project. I bring strong platform expertise across AWS, Google Cloud Platform, and Azure DevOps, using services such as Lambda, API Gateway, RDS, DynamoDB, and S3 to manage scalable backend systems and large datasets efficiently. This background enables me to design reliable, cloud-native ML pipelines tailored to your needs. One of my key strengths is adaptability. While I may not have deep prior exposure to Microsoft’s Phi model, my experience with comparable platforms like Linux and Ubuntu allows me to quickly understand and implement new technologies. This includes deploying trained models on EC2 or using Lambda and Amplify to handle backend processing, scaling, and edge workloads. By choosing me, you’ll work with an experienced developer skilled in ML optimization and capable of navigating multiple platforms with ease. My ultimate goal is to further improve the quality of casual conversation in Central Kurdish–interfaced applications. I look forward to discussing your project in more detail.

@larasatik4

Dear Zanyar, Central Kurdish Chat Model Fine-Tuning is a problem I approach with a clear, engineering-driven mindset. I’ve built and tuned open-source chat models using LLaMA and Phi, delivering robust instruction-following, safety, and improved context handling. Your 50k instruction dataset provides a solid CK baseline to adapt language, tone, and dialog flow. My plan is to design a reproducible training pipeline for supervised fine-tuning on OSS models, with data preprocessing tuned to CK terminology, efficient tokenization, gradient checkpointing, and optional quantization to fit compute constraints. I’ll also explore retrieval-augmented contexts to keep conversations coherent as memory grows. The resulting chat model will be exposed through a monitored inference service with logging, rollback, and clear observability, enabling fast, safe iteration from data to deployment. I’ve delivered similar projects: multilingual assistants, CK-adapted models, and vector-search–backed context handling. From your description, I would approach it by clarifying data sources and outputs, building a stable backend workflow with logging and retries, and implementing clean modules for fine-tuning, evaluation, and deployment to keep everything maintainable. I’d like to tailor the solution further and would appreciate your input: Could you share the target evaluation metrics for CK quality and context handling, any compute constraints, and preference between LLaMA vs Phi for this CK fine-tu

@RealArpit07

I am able to do fine tuning I have a laptop with good specifications (or cloud gpu) which can do fine-tune of llm using qlora or lora I have completed my master's from IIT Kharagpur, and also working as genai engineer I build many agentic ai project using ollama specifically llama, i know how to fine tune llama or anyother llm models. As you have already made dataset so it won't take much effort to fine-tune this llm. It won't take more then 5 to 7 days at max to fine tune such model.