I design, optimize, and integrate real-time object detection and tracking pipelines for NVIDIA Jetson, RK3588, and cloud environments — with measurable gains in FPS, latency, and deployment stability.
From YOLO training to TensorRT optimization and production integration, I build Computer Vision systems that work reliably on real hardware.
If you need more than just a trained model — if you need a working AI system integrated into hardware or software — I deliver complete, production-ready solutions.
🎯 WHAT I DELIVER
• End-to-End Deep Learning Pipelines
Model architecture → dataset optimization → training → evaluation → deployment
• Real-Time Object Detection & Multi-Object Tracking
Optimized YOLO pipelines with stable tracking (DeepSORT / ByteTrack / BOT-SORT)
• ⚡ Edge AI Acceleration & Performance Optimization
TensorRT conversion, CUDA acceleration, latency reduction, memory tuning, FPS improvements
• 🔗 AI Integration into Production Systems
Jetson deployment, inference APIs, embedded integration, debugging, monitoring & system optimization
🏆 PROVEN EXPERIENCE
• 5★ Upwork reviews for NVIDIA Jetson Nano, AGX & Orin deployments
• Deployed Frigate and real-time CV pipelines on Jetson Orin NX
• Optimized inference performance using TensorRT for improved real-time execution
• Installed and configured LLM environments with secure key management & usage tracking
• Research & production AI deployment experience at HBrain
🛠 TECH STACK
Deep Learning: PyTorch, CNN architectures, YOLO variants
Computer Vision: OpenCV, real-time video processing, detection & tracking
Optimization: TensorRT, CUDA
Systems: Linux, Embedded Systems, NVIDIA Jetson
Languages: Python, C++
If you share your hardware target, dataset sample, or performance goal, I can propose a clear technical architecture and realistic delivery plan.
Computer Vision
Artificial Intelligence
Deep Learning
Python
Edge AI
Object Detection & Tracking
NVIDIA Jetson
YOLO
Image Segmentation
Anomaly Detection
AI Model Integration
Jumabek A.
Incheon, South Korea
$80/hr
5.0
67 jobs
⭐ Expert Vetted | Top Rated Plus — Top 1% on Upwork
👨💻 Founder & CEO, HumbleBeeAI
🥇 AI Professor, Gachon University
🏆 PhD in Artificial Intelligence | 12+ years of experience
Short Overview (for a busy client)
I am an AI Engineer, Machine Learning Specialist, and Full‑Stack Developer with 12+ years of experience delivering production-grade AI systems, LLM solutions, intelligent chatbots, and computer vision applications for startups and enterprises worldwide.
I have helped more than 70 companies across the US, Europe, and the Middle East launch scalable AI products and generate over $5M in additional value through automation, predictive systems, and generative AI–driven features.
As Founder & CEO of HumbleBeeAI and AI Professor at Gachon University, I combine deep research expertise with hands-on product delivery, focusing on solutions that are robust, explainable, and directly tied to business KPIs.
If you need someone who can design, build, fine‑tune, and deploy real AI systems—not just prototypes or demos—I can own the full lifecycle from idea to production.
LLMs, Generative AI & Chatbots
LLM fine‑tuning and custom model training (LLaMA, LLaMA‑2, BLOOM, OPT)
Prompt engineering and workflow optimization for reliability and cost-efficiency
RAG systems using LangChain, FAISS, ChromaDB for private / enterprise search
AI chatbot development and multi‑step automation agents
API‑based AI integrations for web and mobile products
Common use cases:
AI assistants, document intelligence, knowledge‑base bots, SaaS AI features, internal productivity tools, and automated business workflows.
Computer Vision Expertise
Object detection and tracking (YOLO, OpenCV, custom deep learning models)
OCR and document-processing pipelines
Face recognition and biometric identification systems
Image segmentation, classification, and visual analytics
Video intelligence pipelines for real-time monitoring and alerts
AR/VR vision‑based applications
Ideal for: industrial monitoring, security and surveillance, retail analytics, document automation, and smart cameras.
Machine Learning & AI Engineering
Predictive modeling and forecasting (churn, demand, risk, pricing)
NLP systems and text analytics
Time‑series modeling and anomaly detection
Reinforcement learning for decision-making and control
Data pipelines and MLOps, CI/CD for ML
AI automation tools and agentic workflows
AI‑powered dashboards and insight products
I prioritize clean data pipelines, reproducible experiments, and scalable deployment from day one.
Full‑Stack & AI Product Development
Frontend: React, Angular, Flutter, Streamlit, Tailwind, Figma
Backend: Node.js, Django, Flask, .NET, REST APIs
Databases: MongoDB, PostgreSQL, MySQL, Firebase, SQL Server
Cloud & DevOps: AWS, GCP, Azure, Docker, Kubernetes, Nginx, Heroku
I can deliver end‑to‑end AI products—from MVP to production at enterprise scale—without heavy dependency on additional engineering teams.
Computer Vision
Artificial Intelligence
PyTorch
Data Science
Natural Language Processing
Deep Learning Modeling
Edge AI
Artificial Neural Network
Classification
Statistics
Data Analysis
Time Series Analysis
Yuldashev M.
Incheon, South Korea
$20/hr
5.0
54 jobs
33+ Successful Projects • 100% Job Success Top Rated
🎯 Computer Vision — YOLOv8/11, Faster R-CNN, U-Net, DeepLabV3+
📍 Multi-Object Tracking — SORT, DeepSORT, ByteTrack
💬 LLM Applications — RAG, LangChain, Hugging Face, LoRA/QLoRA
⚡ Real-Time AI Deployment — OpenCV, PyTorch, TensorFlow
📈 Scalable Search — FAISS, vector DBs for face & document retrieval
🤖 LLM-Powered Telegram Bots — intelligent assistants & automation
Why Work With Me
🟢 25+ successful projects with 100% Job Success (Top Rated)
🟢 Up to 90% automation through AI & workflow optimization
🟢 Scalable, production-grade systems (millions of records, real-time pipelines)
🟢 True end-to-end delivery — strategy → data → model → deployment
🟢 On-time delivery with measurable business impact
🟢 Clear, reliable communication throughout the project
📩 Message me for a free consultation — I’ll help you outline the best technical approach for your project.
Deep Learning
Neural Network
OpenCV
PyTorch
TensorFlow
Machine Learning
SQL
pandas
Matplotlib
Convolutional Neural Network
LLaMA
NLP Tokenization
OpenAI API
Vision Transformer
Hugging Face
Uktam N.
Incheon, South Korea
$25/hr
5.0
1 jobs
Hi! 👋 I’m Uktam, an AI/ML Engineer specializing in Real-Time Computer Vision, YOLO-based Object Detection, Object Tracking, and Cloud + DevOps deployment. I enjoy turning complex AI ideas into fast, reliable, production-ready systems.
I’ve recently worked as a Computer Vision Engineer, where I helped build and deploy a real-time Generative AI Talking-Head system with ~1.5s latency in live environments. I integrated NeRF-based facial animation, optimized GPU performance, and built a scalable backend using AWS, Docker, FastAPI, Redis, NGINX, LiveKit, and other cloud technologies.
If your project involves real-time video AI, low latency, or scalable cloud pipelines, I can help.
I also led a Proof-of-Concept for an Action Recognition system, designing an end-to-end ML pipeline for detecting 1-second fast movements using:
YOLO Pose / OpenCV Pose
ST-GCN
1D/3D CNNs
Frame differencing
Jetson Orin Nano optimization
This hands-on work strengthened my expertise in pose estimation, temporal modeling, lightweight models, and edge deployment.
Alongside Computer Vision, I have practical experience with NLP and RAG (Retrieval-Augmented Generation), including building a small RAG-based QA system using FAISS, embeddings, and Sentence Transformers.
✔ What I Can Help You With
YOLO Object Detection & Object Tracking
Real-Time Video AI (low latency pipelines)
Pose Estimation & Action Recognition
Generative AI (Talking-head, NeRF, lip sync)
Edge Deployment (Jetson Orin Nano, Raspberry Pi)
Cloud & DevOps (AWS, Docker, CI/CD, Redis, NGINX)
FastAPI or REST API development for AI services
RAG / NLP pipelines (embeddings, FAISS, LLM integration)
✔ Why Work With Me?
I’m friendly, fast to respond, easy to collaborate with, and I love building reliable, well-structured AI systems. Whether you need a quick prototype or a production-ready pipeline, I can support the full process—from data to modeling, to deployment.
If your project involves AI, Computer Vision, Real-Time systems, Cloud/DevOps, or building scalable AI services, feel free to reach out. I’d be happy to help! 🚀
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