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You will get advanced CCTV and video analytics app

Muhammad Abdullah B.Status: Offline
Muhammad Abdullah B. Muhammad Abdullah B.
4.8
Top Rated
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Let a pro handle the details

Buy Machine Learning services from Muhammad Abdullah, priced and ready to go.
Muhammad Abdullah B.Status: Offline
Muhammad Abdullah B. Muhammad Abdullah B.
4.8
Top Rated
Preview imagePreview imagePreview imagePreview imagePreview image

Let a pro handle the details

Buy Machine Learning services from Muhammad Abdullah, priced and ready to go.

Project details

๐€๐ˆ-๐๐จ๐ฐ๐ž๐ซ๐ž๐ ๐‚๐‚๐“๐• & ๐•๐ข๐๐ž๐จ ๐€๐ง๐š๐ฅ๐ฒ๐ญ๐ข๐œ๐ฌ: ๐๐ฎ๐ข๐ฅ๐ญ ๐›๐ฒ ๐„๐ง๐ ๐ข๐ง๐ž๐ž๐ซ ๐๐ž๐ก๐ข๐ง๐ ๐˜๐‚ & ๐†๐จ๐จ๐ ๐ฅ๐ž-๐๐š๐œ๐ค๐ž๐ ๐’๐ญ๐š๐ซ๐ญ๐ฎ๐ฉ๐ฌ ๐Ÿš€

๐Ÿ’+ ๐ฒ๐ž๐š๐ซ๐ฌ ๐ฌ๐ก๐ข๐ฉ๐ฉ๐ข๐ง๐  ๐‚๐•/๐€๐ˆ ๐Ÿ๐จ๐ซ ๐˜๐‚ & ๐†๐จ๐จ๐ ๐ฅ๐ž-๐›๐š๐œ๐ค๐ž๐ ๐ฌ๐ญ๐š๐ซ๐ญ๐ฎ๐ฉ๐ฌ. I turn your CCTV/IP feeds into real-time, actionable intelligence.

๐Ÿ” ๐’๐จ๐ฅ๐ฎ๐ญ๐ข๐จ๐ง๐ฌ
โ€ข People/vehicle counting, queues & zones
โ€ข Tracking (ByteTrack), dwell/flow
โ€ข ANPR (plate recognition)
โ€ข PPE, intrusion, fall detection
โ€ข Smart traffic & incident alerts
โ€ข Retail loss prevention, robotic vision

โš™๏ธ ๐“๐ž๐œ๐ก
โ€ข Models: YOLOv8/v9, RT-DETR, SAM 2.1, DINOv3
โ€ข Frameworks: PyTorch, OpenCV, ONNX, TensorRT
โ€ข Deploy: FastAPI, Docker, Nvidia Triton Inference Server, TorchServe
โ€ข Edge/Mobile: TFLite, CoreML, Jetson

๐Ÿ“ฆ From pilot to scale: design, customize, and deploy endโ€‘toโ€‘end pipelines (realโ€‘time + postโ€‘processing).

๐Œ๐ž๐ฌ๐ฌ๐š๐ ๐ž ๐ฆ๐ž ๐ญ๐จ ๐ฌ๐ญ๐š๐ซ๐ญ ๐ฒ๐จ๐ฎ๐ซ ๐œ๐ฎ๐ฌ๐ญ๐จ๐ฆ ๐ฏ๐ข๐๐ž๐จ ๐š๐ง๐š๐ฅ๐ฒ๐ญ๐ข๐œ๐ฌ ๐ฉ๐ข๐ฉ๐ž๐ฅ๐ข๐ง๐ž ๐ญ๐จ๐๐š๐ฒ.
Machine Learning Tools
Amazon SageMaker, ChatGPT, MLflow, NumPy, Open Neural Network Exchange, OpenCV, Python, PyTorch, Tesseract OCR, Vertex AI
What's included
Service Tiers Starter
$2,500
Standard
$6,000
Advanced
$10,000
Delivery Time 7 days 14 days 28 days
Number of Revisions
122
Number of Model Variations
135
Number of Scenarios
123
Model Validation/Testing
-
Model Documentation
-
Data Source Connectivity
-
Source Code
4.8
13 reviews
92% Complete
(12)
1% Complete
(0)
8% Complete
(1)
1% Complete
(0)
1% Complete
(0)

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Muhammad Abdullah B.Status: Offline

About Muhammad Abdullah

Muhammad Abdullah B.Status: Offline
Senior Computer Vision & ML Consultant | Triton | PyTorch | Postgres
100% Job Success
4.8 ย (13 reviews)
Rawalpindi, Pakistanย - 7:18 pm local time
๐ˆ ๐›๐ฎ๐ข๐ฅ๐ ๐ฉ๐ซ๐š๐œ๐ญ๐ข๐œ๐š๐ฅ ๐€๐ˆ ๐ญ๐ก๐š๐ญ ๐ฌ๐ก๐ข๐ฉ๐ฌ. Founder-engineer vibes, sleeves rolled up, results on the board. I turn messy real-world video into stable, low-latency systems your team can trust, and your CFO can love.

๐๐จ๐ญ๐œ๐ก๐š ๐€๐ฏ๐ž๐ซ๐š๐ ๐ž ๐‚๐จ๐ฆ๐ฉ๐ฎ๐ญ๐ž๐ซ ๐•๐ข๐ฌ๐ข๐จ๐ง ๐†๐ฎ๐ฒ ๐Ÿ˜Ž
I donโ€™t stop at a cool demo. Shipping LootMart (hyper-local marketplace) taught me the full stack around models: clean APIs, rock-solid data contracts, observability, security, and predictable costs. Thatโ€™s why my CV/ML services behave like products, not science projects.

๐–๐ก๐š๐ญ ๐ˆ ๐€๐œ๐ญ๐ฎ๐š๐ฅ๐ฅ๐ฒ ๐ƒ๐จ
- Computer Vision & Video Analytics (2D/3D): detection (YOLO/DETR), multi-object tracking (ByteTrack/DeepSORT), segmentation (U-Net), OCR/document AI, pose/re-ID, visual search & face/product matching (Siamese + Triplet Loss), point clouds & geometry.
- High-Throughput Inference: NVIDIA Triton (dynamic batching, concurrent models, HTTP/gRPC), TensorRT (FP16), ONNX Runtime; autoscaling containers with health checks and graceful rollouts.
- Robust Ingestion: multi-RTSP pipelines with back-pressure control using OpenCV, FFmpeg, PyAV/decord so frames donโ€™t mysteriously vanish under load.
- MLOps & Services: FastAPI/Flask gateways, worker queues, CI/CD, Docker + Nginx; W&B for experiments; versioned datasets; reproducible training.
- Data & Integrations: Postgres (schema design, RLS, SQL/PLpgSQL), Redis, vector DBs (Milvus/Qdrant), webhook-driven architectures, n8n workflows for ETL/alerts, and MCP (Model Context Protocol) to wire AI tools into your internal systems.
- Selective Full-Stack Glue (when it helps): Next.js app layers, secure webhooks, auth, real-time updates, and crisp dashboards so stakeholders can see impact.

๐๐ซ๐จ๐จ๐Ÿ ๐ข๐ง ๐ญ๐ก๐ž ๐๐ฎ๐๐๐ข๐ง๐  (๐‘๐ž๐œ๐ž๐ง๐ญ ๐–๐ข๐ง๐ฌ)
1. Triton-backed real-time CCTV analytics across multiple cameras on commodity GPUs (dynamic batching = buttery latency).
2. Visual matching pipelines (Siamese/Triplet) for search/dedupe with rigorous evals and W&B tracking.
3. Heavy research models โ†’ ONNX/TensorRT โ†’ low-latency services that actually survive production traffic.
4. Production plumbing that lasts: Postgres-first data contracts, webhook fan-out, n8n automations... no brittle glue.

๐‡๐จ๐ฐ ๐–๐žโ€™๐ฅ๐ฅ ๐–๐จ๐ซ๐ค (๐‘๐Ž๐ˆ ๐…๐ข๐ซ๐ฌ๐ญ, ๐€๐ฅ๐ฐ๐š๐ฒ๐ฌ)
1. 30-min discovery โ†’ lock in the KPI (latency, accuracy, throughput, cost).
2. Roadmap & estimate โ†’ phases, risks, acceptance tests.
3. Build & validate โ†’ baselines first, then iterate; measurable deltas each milestone.
4. Handoff & scale โ†’ docs, runbooks, and knowledge transfer so your team owns it.

๐‚๐จ๐ซ๐ž ๐’๐ญ๐š๐œ๐ค
Python โ€ข PyTorch โ€ข TensorRT โ€ข ONNX Runtime โ€ข NVIDIA Triton โ€ข OpenCV โ€ข Kornia โ€ข FFmpeg โ€ข PyAV/decord โ€ข Postgres โ€ข Redis โ€ข Milvus/Qdrant โ€ข FastAPI/Flask โ€ข Next.js โ€ข Docker โ€ข Nginx โ€ข Weights & Biases โ€ข Webhooks โ€ข n8n โ€ข MCP

๐€๐ฏ๐š๐ข๐ฅ๐š๐›๐ข๐ฅ๐ข๐ญ๐ฒ
Consulting/part-time (fractional) engagements: architecture reviews, performance tuning, prototypes, or owning a CV/ML workstream. Top-rated on Upwork. Minimum $100/hr.

If you want production-ready computer vision, real-time video, reliable pipelines, and clear ROI, ๐ฅ๐ž๐ญโ€™๐ฌ ๐ญ๐š๐ฅ๐ค. Iโ€™ll map your goal to a pragmatic plan and ship results you can measure.

Steps for completing your project

After purchasing the project, send requirements so Muhammad Abdullah can start the project.

Delivery time starts when Muhammad Abdullah receives requirements from you.

Muhammad Abdullah works on your project following the steps below.

Revisions may occur after the delivery date.

Finalize the scope of work, timeline and budget via chat.

This helps us share a mutual understanding of what needs to be done as we move forward.

Write a proposal to be approved by you based on our discussion.

The proposal, once approved, marks our commitment and agreement.

Review the work, release payment, and leave feedback to Muhammad Abdullah.