You will get Custom AI Model Training | Fine-Tuning LLMs, GPT, BERT & ML Models
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Project details
Need a custom AI model trained on your data that delivers real results?
I train and fine-tune machine learning models from LLMs (GPT, BERT, LLaMA) to computer vision and NLP models tailored to your specific business problem using PyTorch, TensorFlow, and cloud platforms.
What You Get:
→ Custom model training or fine-tuning on your dataset
→ LLM fine-tuning (GPT, BERT, LLaMA) for domain-specific tasks
→ Hyperparameter optimization for peak model performance
→ Data preprocessing, cleaning, labeling & augmentation
→ Detailed evaluation report with accuracy, F1 & performance metrics
→ Production deployment as REST API on AWS, Azure or GCP
Who This Is For:
→ Businesses needing AI models for classification, prediction or NLP tasks
→ Teams wanting to fine-tune LLMs on proprietary company data
→ Startups building AI-powered products that need custom trained models
I don't just train models I build complete ML pipelines from data prep to production deployment. Every model comes with full source code, documentation, and ongoing support.
Share your dataset and project goals I will propose the best model architecture!
I train and fine-tune machine learning models from LLMs (GPT, BERT, LLaMA) to computer vision and NLP models tailored to your specific business problem using PyTorch, TensorFlow, and cloud platforms.
What You Get:
→ Custom model training or fine-tuning on your dataset
→ LLM fine-tuning (GPT, BERT, LLaMA) for domain-specific tasks
→ Hyperparameter optimization for peak model performance
→ Data preprocessing, cleaning, labeling & augmentation
→ Detailed evaluation report with accuracy, F1 & performance metrics
→ Production deployment as REST API on AWS, Azure or GCP
Who This Is For:
→ Businesses needing AI models for classification, prediction or NLP tasks
→ Teams wanting to fine-tune LLMs on proprietary company data
→ Startups building AI-powered products that need custom trained models
I don't just train models I build complete ML pipelines from data prep to production deployment. Every model comes with full source code, documentation, and ongoing support.
Share your dataset and project goals I will propose the best model architecture!
Machine Learning Tools
Amazon SageMaker, Apache Spark MLlib, Azure Machine Learning, BERT, ChatGPT, Databricks MLflow, GitHub Copilot, Google AutoML, GPT-3, H2O, Keras, Kubeflow, MLflow, NLTK, NumPy, NVIDIA AI Platform, OpenCV, pandas, Python, Python Scikit-Learn, PyTorch, SciPy, TensorFlow, Vertex AI, XGBoostWhat's included
| Service Tiers |
Starter
$250
|
Standard
$700
|
Advanced
$2,000
|
|---|---|---|---|
| Delivery Time | 7 days | 14 days | 28 days |
Number of Revisions | 2 | 3 | 5 |
Model Validation/Testing | - | ||
Model Documentation | - | ||
Data Source Connectivity | |||
Source Code |
Frequently asked questions
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BJ
Baynton J.
Dec 14, 2025
AI & Data Engineering Specialist Needed for NLP and Deep Learning Projects
Amar did an excellent job. He reviewed and finalized our AI & data engineering system. He quickly understood the existing architecture, fixed NLP and data pipeline issues, and improved overall system stability. Communication was clear, work was well-documented, and everything was delivered on time. We would definitely work with him again for future enhancements.
ME
Mudasar E.
Dec 2, 2025
Senior Generative AI & Automation Engineer | LLMs, Python, n8n, FastAPIs, Webhooks
I rarely write long reviews, but the quality of work I received truly deserves it.
I hired him for a highly complex project involving Generative AI, LLM integrations, and automation workflows, and he exceeded all my expectations. I needed someone to wrap up the project for me, and I’m genuinely glad I found the right person.
I hired him for a highly complex project involving Generative AI, LLM integrations, and automation workflows, and he exceeded all my expectations. I needed someone to wrap up the project for me, and I’m genuinely glad I found the right person.
KH
Kimberly H.
Mar 3, 2025
Grafana Expert
MR
Merlo R.
Dec 3, 2024
get all the estimates whose status is sent through this API call
Amar was awesome to work with. He replied to all of our asks and made everything very easy for us
OW
Orlando W.
Oct 26, 2024
Virtual Assistant with Project Management skills Needed!!! (long-term, min. full-time)
“Amar has been an outstanding Project Manager, consistently demonstrating exceptional skills and professionalism. He was always available, maintained excellent communication, and ensured projects were completed on time. Highly recommend working with him!”
About Amar
Senior GenAI Engineer | Image/Video Generation, ComfyUI, LLMs & Agents
100%
Job Success
Lahore, Pakistan - 11:59 am local time
Most AI projects don't fail at the idea stage - they stall at 80%. The prototype works, the demo impresses, and then it never quite becomes a reliable product clients can actually ship. That last stretch - consistency, structured outputs, error handling, real deployment - is exactly what I do. 10+ years building software, now focused entirely on Generative AI and Agentic AI.
𝐖𝐡𝐚𝐭 𝐈 𝐁𝐮𝐢𝐥𝐝:
• AI image generation: text-to-image pipelines using ComfyUI, SDXL, Flux, and Stable Diffusion with custom workflow orchestration and production-grade quality control.
• AI video generation and editing: text-to-video pipelines, AI-powered editing, clip generation from long-form content, and motion-controlled animation systems.
• LoRA and model fine-tuning: DreamBooth training, PEFT/LoRA adapters for domain-specific image generation, automated dataset curation, and quality scoring.
• AI character and digital persona creation: identity-consistent character generation across hundreds of outputs with automated quality gating.
• LLM integration & orchestration: GPT-4, Claude, Llama, and Mistral integrated into business systems with structured outputs, schema validation, and production-safe response handling.
• RAG Sytems: document Q&A, enterprise knowledge bases, semantic search using LangChain, LlamaIndex, and vector databases (Pinecone, Chroma, Weaviate, FAISS).
• AI agents & automation: autonomous multi-step agents using CrewAI, AutoGen, MCP integrations, and n8n workflows with LLM-powered decision-making.
• AI SaaS products & copilots: end-to-end generative AI platforms from architecture to deployment, including user interfaces, API layers, and scalable cloud infrastructure.
• Prompt engineering: systematic prompt design, A/B testing, and output evaluation for consistent, high-quality results across text, image, and video, using tools like Promptfoo and Langfuse.
𝐅𝐫𝐨𝐦 𝐏𝐫𝐨𝐭𝐨𝐭𝐲𝐩𝐞 𝐭𝐨 𝐏𝐫𝐨𝐝𝐮𝐜𝐭𝐢𝐨𝐧:
Building the AI is half the job - getting it live and stable is the other half. I handle the full deployment so your project doesn't stall at "it works on my machine": CI/CD for ML pipelines, model versioning, containerized inference (Docker), monitoring, and cost-efficient GPU provisioning on RunPod, Modal, Lambda Labs, and major clouds (AWS, GCP, Azure). You get a working product, not just a prototype.
𝐑𝐞𝐜𝐞𝐧𝐭 𝐖𝐨𝐫𝐤:
✔️ 𝗗𝗔𝗧𝗔𝗦𝗜𝗠: AI character generation platform with dual ComfyUI pipelines (SDXL + Z-Image), automated LoRA training, quality gating system, and GPU queue serialization. Processing thousands of images with identity-locked consistency.
✔️ 𝗗𝗼𝗰𝘂𝗺𝗲𝗻𝘁𝗟𝗟𝗠: Multi-document RAG chat, automated comparison, canvas workflows, and presentation generation from uploaded files.
✔️ 𝗙𝗹𝗼𝘄𝗠𝗶𝗻𝗱: Built an AI-powered automation system using GPT-4, n8n, and FastAPI to handle data evaluation, scoring, and intelligent routing.Eliminated manual workflows, improved efficiency, and delivered with a 5.0-star client rating.
✔️ 𝗛𝗶𝗿𝗲𝗛𝗮𝗿𝗿𝘆: AI agent platform backend with multi-agent orchestration, LLM-powered task automation for marketing, content generation, and business analytics, with production-safe structured outputs and deterministic state transitions.
I hold a 100% Job Success Score. If your project involves generative AI, image or video generation, LLM integration, fine-tuned models, agentic systems - or you need any of it actually deployed and running - send me the details and I'll tell you exactly how I'd build it.
𝐓𝐞𝐜𝐡: ComfyUI, SDXL, Flux, LoRA, Stable Diffusion, DreamBooth, PyTorch, OpenCV, GPT-4, Claude, Llama, LangChain, LlamaIndex, Neo4j, CrewAI, AutoGen, OpenClaw, Pydantic AI, Microsoft Semantic Kernel, NotebookLM, MCP, n8n, RAG, Pinecone, Chroma, FAISS, Runware, Promptfoo, Langfuse, Python, FastAPI, APIs and Webhooks, Supabase, Convex DB, Docker, Kubernetes, AWS, GCP, MS Azure, Oracle Cloud, RunPod, Modal, Fal.ai, Local GPUs based Infrastructure and its configurations.
Note: I don't take on NSFW, adult, or explicit content projects.
Steps for completing your project
After purchasing the project, send requirements so Amar can start the project.
Delivery time starts when Amar receives requirements from you.
Amar works on your project following the steps below.
Revisions may occur after the delivery date.
Data Review & Problem Scoping
I'll analyze your dataset, define model objectives, select the right architecture, and create a detailed training plan with expected performance metrics.
Data Preprocessing & Preparation
I'll clean, label, augment, and split your data into training, validation, and test sets. Handle missing values, class imbalance, and feature engineering.