You will get an automated document data extraction script using OCR and AI
Project details
Eliminate manual data entry with an intelligent, AI-powered document extraction pipeline.
Manual data processing is slow and expensive. I build custom Python scripts that combine high-precision OCR (Optical Character Recognition) with the reasoning power of Large Language Models (LLMs) to transform messy PDFs, scans, and images into structured, actionable data.
Why this project?
Standard OCR tools often fail when document layouts change. My solution uses "Semantic Parsing," meaning the AI understands the context of the document. Whether it's an invoice, a medical form, or a legal contract, the script accurately identifies and extracts the fields you need (Totals, Dates, SKU numbers, etc.) regardless of formatting.
You will receive a production-ready script that handles file ingestion, image pre-processing for better legibility, and automated export to Excel, CSV, or your internal database.
Manual data processing is slow and expensive. I build custom Python scripts that combine high-precision OCR (Optical Character Recognition) with the reasoning power of Large Language Models (LLMs) to transform messy PDFs, scans, and images into structured, actionable data.
Why this project?
Standard OCR tools often fail when document layouts change. My solution uses "Semantic Parsing," meaning the AI understands the context of the document. Whether it's an invoice, a medical form, or a legal contract, the script accurately identifies and extracts the fields you need (Totals, Dates, SKU numbers, etc.) regardless of formatting.
You will receive a production-ready script that handles file ingestion, image pre-processing for better legibility, and automated export to Excel, CSV, or your internal database.
AI Algorithms
Large Language Model, Transformer ModelAI Applications
Image Analysis, Image Processing, Natural Language Generation, Object Localization, Text RecognitionAI Development Language
PythonAI Tools
Azure OpenAI, Hugging Face, PyTorchAI Models
ChatGPT, GPT-4, LLaMAWhat's included
| Service Tiers |
Starter
$150
|
Standard
$300
|
Advanced
$650
|
|---|---|---|---|
| Delivery Time | 3 days | 5 days | 7 days |
Number of Revisions | 1 | 2 | 3 |
AI Model Integration | - | ||
Batch Normalization | - | - | - |
Database Integration | - | - | |
Detailed Code Comments | |||
Image Upscaling | - | ||
MLOps | - | - | |
Model Deployment | - | - | |
Model Documentation | - | ||
Model Monitoring | - | - | |
Model Testing & Optimization | - | ||
Model Tuning | - | - | |
Natural Language Processing | |||
NLP Tokenization | - | ||
Pre-Training | - | - | - |
Prompt Engineering | - | ||
Setup File | - | ||
Source Code |
Frequently asked questions
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He was professional, communicative, and delivered everything on time. I especially appreciated his proactive approach and attention to performance and scalability.
Highly recommend Umair for any AI voice or chatbot projects — I’d definitely work with him again.
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About Umair
Senior AI/ML Engineer | Computer Vision | LLMs, RAG & AI Agents
90%
Job Success
Daska, Pakistan - 10:55 am local time
With extensive experience delivering end-to-end AI solutions, I help startups, enterprises, and research teams build intelligent systems that create real business impact. I do not just build fragile models that only work in research notebooks. I architect scalable, high-performance AI software optimized for the cloud, edge devices, and real-world constraints.
Whether you need a sophisticated LLM chatbot, a low-latency computer vision pipeline, or automated agentic workflows, I own the full lifecycle from data preparation and model training to MLOps and cloud deployment.
🧩 Core Expertise & What I Deliver:
💬 Generative AI, LLMs & AI Agents
🔹 Custom AI agents, intelligent assistants, and autonomous workflows.
🔹 Enterprise-grade RAG (Retrieval-Augmented Generation) & Multimodal RAG pipelines.
🔹 LLM fine-tuning (LoRA, PEFT) and prompt engineering for cost-efficiency.
🔹 Integration of Vector Databases (Pinecone, ChromaDB, FAISS) for private enterprise search.
👁️ Computer Vision & Deep Learning
🔹 Real-time Object Detection, Tracking, and Segmentation (YOLO variants, Detectron2).
🔹 OCR and automated Document AI (invoice/receipt extraction, identity verification).
🔹 High-performance vision systems for industrial automation, surveillance, and healthcare.
🔹 Edge AI acceleration & inference optimization (TensorRT, ONNX, CUDA, NVIDIA Jetson).
🧠 Machine Learning & NLP
🔹 Predictive modeling, time-series forecasting, and anomaly detection.
🔹 Text classification, sentiment analysis, NER, and semantic similarity.
🔹 Audio AI, Speech-to-Text (Whisper), and TTS integrations.
☁️ MLOps & Production Deployment
🔹 Translating prototypes into scalable, cloud-native deployments.
🔹 Containerization and API development (Docker, FastAPI, Flask).
🔹 Model monitoring, CI/CD pipelines, and robust AI infrastructure.
🛠️ Technical Stack:
🔹AI/ML Frameworks: PyTorch, TensorFlow, Keras, Scikit-Learn, XGBoost, Hugging Face
🔹Computer Vision: OpenCV, YOLOv8/11, MediaPipe, Pillow, Scikit-Image
🔹LLM & NLP: LangChain, LLaMA, OpenAI (GPT-4), NLTK, Transformers
🔹Languages: Python, C++, JavaScript, SQL
🔹Cloud & MLOps: AWS, GCP, Azure, Docker, Kubernetes, MLflow, Git/GitHub Actions
🔹Databases: PostgreSQL, MongoDB, MySQL, Milvus, Qdrant
🎯 Why Work With Me?
I combine deep technical research capabilities with hands-on product delivery. My focus is always on solutions that are robust, explainable, and directly tied to your business KPIs.
Let’s discuss how we can bring your AI, computer vision, or automation project to life. Click "Invite to Job" to get started!
Steps for completing your project
After purchasing the project, send requirements so Umair can start the project.
Delivery time starts when Umair receives requirements from you.
Umair works on your project following the steps below.
Revisions may occur after the delivery date.
Document Pre-Processing & OCR Selection
I analyze your sample files and implement OpenCV filters to clean up scans, then select the optimal OCR engine (Tesseract, AWS, or Azure) for your specific document type.
LLM Prompt Engineering & Schema Design
I design a custom JSON schema and a high-precision prompt to ensure the AI extracts exactly the fields you requested with 95%+ accuracy.