You will get AI-powered document summarizer for PDFs, reports & articles
Top Rated

Project details
Need to extract the key points from lengthy PDFs, research articles, or internal reports—fast and reliably?
I’ll build you an intelligent, on-prem or cloud-integrated document summarization system powered by cutting-edge NLP models.
Whether you’re dealing with legal documents, business reports, or academic texts, my solution reads and condenses your content into concise, high-quality summaries tailored to your use case.
🔹 No more manual skimming
🔹 Maintain context and accuracy
🔹 Optional keyword extraction or custom length control
I design systems that work with your documents securely—locally or via APIs—with full transparency.
I’ll build you an intelligent, on-prem or cloud-integrated document summarization system powered by cutting-edge NLP models.
Whether you’re dealing with legal documents, business reports, or academic texts, my solution reads and condenses your content into concise, high-quality summaries tailored to your use case.
🔹 No more manual skimming
🔹 Maintain context and accuracy
🔹 Optional keyword extraction or custom length control
I design systems that work with your documents securely—locally or via APIs—with full transparency.
AI Algorithms
Large Language Model, Recurrent Neural Network, Transformer ModelAI Applications
AI Content Creation, Natural Language Generation, Natural Language Understanding, Text RecognitionAI Development Language
PythonAI Tools
Hugging Face, PyTorch, Streamlit, TensorFlow, Word2vecAI Models
BERT, ChatGPT, GPT-4, LLaMAWhat's included
| Service Tiers |
Starter
$50
|
Standard
$125
|
Advanced
$250
|
|---|---|---|---|
| Delivery Time | 2 days | 4 days | 7 days |
Number of Revisions | 2 | 3 | 4 |
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
7 reviews
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AF
Aloysius F.
Jan 17, 2026
Reinforcement Learning for optimal scheduling
Amazing technical and creative ability.
BB
B B.
Oct 3, 2025
LangChain Developer - AI assistant (RAG-Style Project)
Working with Taiwo was a fantastic experience from start to finish. I hired him to help develop a RAG style model using OpenAI as the foundation, and he delivered.
He brought a deep understanding of both LLM integration and retrieval pipelines, and was able to quickly identify the best architecture for our use case.
He communicated progress clearly and offered thoughtful suggestions that significantly improved the project outcome. He also provided clear instructions and access to the repository so that I can build off the project in the future.
If you're looking for someone who is reliable, technically strong in machine learning/LLMs, and easy to work with, I highly recommend Taiwo. I’ll absolutely be working with him again.
He brought a deep understanding of both LLM integration and retrieval pipelines, and was able to quickly identify the best architecture for our use case.
He communicated progress clearly and offered thoughtful suggestions that significantly improved the project outcome. He also provided clear instructions and access to the repository so that I can build off the project in the future.
If you're looking for someone who is reliable, technically strong in machine learning/LLMs, and easy to work with, I highly recommend Taiwo. I’ll absolutely be working with him again.
TS
Trevor S.
Aug 7, 2025
Hiring Data Scientists to train AI
EO
Eniola O.
Jun 25, 2025
Build a Real-Time Facial Recognition System with Liveness Detection and Face Matching
Victor delivered exactly what we needed -- a fast, accurate facial recognition system with solid real-time performance and clean code. He implemented face detection, embedding-based matching, and even basic liveness detection with eye-blink logic. Communication was smooth, and he provided thorough documentation and deployment advice. Highly recommended for any computer vision or AI project.
EA
Emmanuel A.
Jun 21, 2025
Optimize LLM with RAG and LoRA/QLoRA for Lightweight, Context-Aware Chatbots
Outstanding work once again!
This was our second project together, and the quality only got better. Taiwo delivered a highly optimized LLM pipeline using RAG and parameter-efficient fine-tuning (LoRA/QLoRA), exactly as scoped. The final chatbot was lightweight, fast, and incredibly context-aware — all while staying within our resource constraints.
He handled the architecture, fine-tuning, retrieval logic, and deployment like a true expert. Communication was prompt, clear, and proactive throughout. I especially appreciated how he made complex decisions easy to follow without sacrificing technical depth.
Would absolutely hire again. Highly recommended for any serious AI/LLM work.
This was our second project together, and the quality only got better. Taiwo delivered a highly optimized LLM pipeline using RAG and parameter-efficient fine-tuning (LoRA/QLoRA), exactly as scoped. The final chatbot was lightweight, fast, and incredibly context-aware — all while staying within our resource constraints.
He handled the architecture, fine-tuning, retrieval logic, and deployment like a true expert. Communication was prompt, clear, and proactive throughout. I especially appreciated how he made complex decisions easy to follow without sacrificing technical depth.
Would absolutely hire again. Highly recommended for any serious AI/LLM work.
About Taiwo
AI/ML Engineer | Building Smart Systems with NLP, LLMs, Vision & GenAI
100%
Job Success
Hempstead, United States - 4:15 pm local time
As a seasoned AI/ML engineer and consultant, I specialize in delivering full-stack machine learning solutions across NLP, LLMs, computer vision, time series forecasting, and anomaly detection - all optimized for real-world speed, scale, and security.
I work with startups, founders, and enterprise teams to integrate AI deeply into their workflows, transforming raw data into value, and automation into advantage.
🔹 Core Capabilities
• Vertex AI & MLOps Excellence
Scalable training, tuning, deployment, and monitoring pipelines using Vertex AI, AutoML, and GCP-native tooling.
Seamless integration with BigQuery, Cloud Functions, and artifact management via MLflow or Vertex AI Experiments.
• Natural Language Processing (NLP)
Building and fine-tuning powerful NLP systems: resume classifiers, document summarizers, sentiment engines, NER extractors, and custom GPT-like assistants using Transformers, Hugging Face, LangChain, and LLM fine-tuning frameworks (LoRA, QLoRA).
• Computer Vision
Developing high-performance visual systems for image classification, object detection (YOLOv5/v8), segmentation, and OCR using TensorFlow, PyTorch, and pre-trained vision transformers (e.g., SAM, CLIP).
• Time Series Forecasting & Anomaly Detection
Designing intelligent systems to predict, flag, and act on time-dependent patterns in finance, retail, supply chain, and operations using Prophet, ARIMA, LSTM, CNN-LSTM hybrids, and change-point detection algorithms.
• Prompt Engineering & Generative AI
Crafting strategic prompts and pipelines for GPT-4o, LLaMA 3, Claude, and open-source LLMs. Experienced in structured chaining, memory management, and tool-calling using LangChain, LangGraph, and LangServe.
• Framework Mastery
Fluent in TensorFlow, PyTorch, Scikit-learn, Hugging Face, OpenCV, FastAPI, Streamlit, and Docker. Whether building from scratch or scaling pre-trained models, I’m equipped to handle any task cleanly, efficiently, and with purpose.
🔹 Beyond the Code – Strategic Execution
• I turn business goals into deployable AI systems, translating product vision, user needs, and messy data into models that work in the real world.
• I collaborate across teams - bridging gaps between technical and non-technical stakeholders to ensure clarity from planning to post-deployment.
• I prioritize performance, reliability, and scale, building systems that aren’t just accurate, but fast, maintainable, and cost-efficient.
• I move with intent - scoping projects clearly, setting expectations early, communicating consistently, and delivering on time.
• I think like a partner, not a contractor - solving the problem behind the problem, and always looking for the simplest, smartest path to ROI.
If you’re looking for a high-caliber AI partner - someone who writes clean code and thinks like a product strategist, let’s connect.
I’ll help you bring your AI vision to life, from concept to deployment.
Steps for completing your project
After purchasing the project, send requirements so Taiwo can start the project.
Delivery time starts when Taiwo receives requirements from you.
Taiwo works on your project following the steps below.
Revisions may occur after the delivery date.
Review Document(s)
I’ll examine the uploaded document(s) and instructions to understand structure, length, and any specific summary goals.
Preprocess & Clean Text
I’ll extract and clean the text from the documents (remove noise, formatting issues, etc.) to ensure quality input for the summarizer.