Talent.com
Machine Learning Engineer - Video Analytics
Machine Learning Engineer - Video AnalyticsEzlo Innovation • bhopal, madhya pradesh, in
No longer accepting applications
Machine Learning Engineer - Video Analytics

Machine Learning Engineer - Video Analytics

Ezlo Innovation • bhopal, madhya pradesh, in
2 days ago
Job description

About Ezlo Innovation

Ezlo Innovation is a leading IoT platform developer powering smart home and property management solutions across 60+ countries. Our family of brands—including Vera, MiOS, Fortrezz, and Centralite—brings nearly 50 years of combined experience in home automation and IoT markets. We deliver cloud-to-ground, white-label IoT solutions to security dealers, property management companies, builders, utilities, and retail partners worldwide.

About the Role

We're looking for a Machine Learning Engineer to own and advance our CloudML video analytics platform. This system processes video from smart home cameras to detect objects including people, vehicles, animals, packages, faces, and license plates. You'll be the primary developer responsible for this project while collaborating with our broader cloud infrastructure team.

This role focuses heavily on  ML model performance —improving detection accuracy, reducing false positives / negatives, and optimizing model efficiency for real-time video processing at scale.

The Platform

CloudML v2 is a production video object detection service built on :

  • ML / Computer Vision : YOLO v8 / v11, YOLOWorld (zero-shot detection), PyTorch, OpenCV, face-recognition, OpenALPR
  • Backend : Python 3.11, FastAPI, Redis Queue (RQ)
  • Infrastructure : Kubernetes, Helm, Docker, NVIDIA GPUs (CUDA 12.6)
  • Observability : OpenTelemetry, structured logging

The system processes MP4 video files through a multi-stage pipeline : download, validation, frame extraction, multi-model inference (standard objects, packages, faces, license plates, barcodes), and webhook delivery of results.

Primary Responsibilities

Model Performance & Accuracy

  • Improve detection accuracy across all object classes (person, vehicle, animal, package, face, license plate)
  • Reduce false positive and false negative rates
  • Fine-tune and retrain YOLO models on domain-specific datasets
  • Evaluate and integrate newer model architectures as they become available
  • Develop robust evaluation metrics and benchmarking pipelines
  • Model Efficiency & Optimization

  • Optimize inference speed and resource utilization
  • Implement model quantization, pruning, or distillation techniques
  • Balance accuracy vs. latency tradeoffs for real-time processing
  • Optimize frame skip strategies and batch processing
  • Profile and eliminate performance bottlenecks in the inference pipeline
  • Ongoing Development

  • Maintain and extend the existing detection pipeline
  • Add support for new object classes as business needs evolve
  • Improve hotzone (region-of-interest) detection logic
  • Enhance face recognition matching accuracy
  • Collaborate with the cloud team on infrastructure and scaling
  • Required Qualifications

  • Strong experience with object detection models , particularly YOLO family (v5 / v8 / v11), and understanding of model training, fine-tuning, and evaluation
  • Hands-on experience with PyTorch  for model development and optimization
  • Computer vision fundamentals : image / video processing, frame extraction, bounding box handling, NMS, confidence thresholds
  • Python proficiency  with production-quality code practices
  • Experience deploying ML models  in production environments (containerization, GPU inference, batching strategies)
  • Understanding of  model optimization techniques : quantization, TensorRT, ONNX conversion, etc.
  • Familiarity with  Linux / Docker / Kubernetes  environments
  • Preferred Qualifications

  • Experience with video analytics or surveillance systems
  • Background in face recognition systems
  • Experience with license plate recognition (ALPR / OCR)
  • Familiarity with zero-shot detection models (YOLOWorld, CLIP-based approaches)
  • Experience with dataset curation, annotation, and augmentation
  • Knowledge of edge deployment considerations (model size, latency constraints)
  • Experience with distributed job queues (Redis Queue, Celery)
  • Tech Stack You'll Work With

    Category

    Technologies

    ML Frameworks

    PyTorch, Ultralytics YOLO, YOLOWorld, OpenCV, Supervision

    Specialized ML

    face-recognition (dlib), OpenALPR, Tesseract OCR, pyzbar

    Backend

    Python 3.11, FastAPI, Redis, RQ (Redis Queue)

    Infrastructure

    Kubernetes, Helm, Docker, GitLab CI / CD

    Hardware

    NVIDIA GPUs, CUDA 12.6

    Observability

    OpenTelemetry, structured logging

    What Success Looks Like

  • Measurable improvements in detection accuracy (precision / recall) across object classes
  • Reduced inference time per video while maintaining or improving accuracy
  • Well-documented model evaluation pipelines and benchmarks
  • Proactive identification and resolution of model performance issues
  • Clear communication with the broader team on ML capabilities and limitations
  • Employment Details

  • Type : Full-time
  • Team : Cloud Infrastructure Team
  • Scope : Primary owner of CloudML video analytics platform
  • Create a job alert for this search

    Machine Learning Engineer • bhopal, madhya pradesh, in

    Related jobs
    Data Engineer

    Data Engineer

    Grantify • bhopal, madhya pradesh, in
    Grantify is an innovative education platform that connects students and universities through a transparent admissions and tuition-matching ecosystem. By aligning student budgets and academic aspirat...Show more
    Last updated: 8 hours ago • Promoted • New!
    Artificial Intelligence Engineer - ML

    Artificial Intelligence Engineer - ML

    Talentgigs • bhopal, India
    We’re looking for a hands-on Senior ML Engineer (6–10 years) who can : .Lead design and delivery of LLM & Document AI solutions end-to-end. Own ML services in production (APIs, pipelines, monitoring)....Show more
    Last updated: 8 days ago • Promoted
    Generative AI Engineer

    Generative AI Engineer

    Live Connections • bhopal, madhya pradesh, in
    Required Notice Period - Immediate Joiners or Serving Notice or 30 days.Bachelor’s in CS / ML / AI or related field; Master’s or PhD preferred. ML / Data Science with a focus on generative AI, LLMs, or co...Show more
    Last updated: 16 days ago • Promoted
    Python for Machine Learning

    Python for Machine Learning

    People Prime Worldwide • bhopal, madhya pradesh, in
    Our client is a trusted global innovator of IT and business services.They help clients transform through consulting, industry solutions, business process services, digital & IT modernisation and ma...Show more
    Last updated: 2 days ago • Promoted
    AI Engineer - GPT / LangChain / RAG / Data Pipelines

    AI Engineer - GPT / LangChain / RAG / Data Pipelines

    Peak Trust Global Real Estate • bhopal, madhya pradesh, in
    This role requires strong technical skills across Python, automation, ML tooling, and analytical reporting.Key Responsibilities (Technical). Build automated data collection workflows using tools suc...Show more
    Last updated: 8 hours ago • Promoted • New!
    AI Engineer Intern

    AI Engineer Intern

    Qureal AI • bhopal, madhya pradesh, in
    Hiring : AI Engineer Intern (Remote + Paid).We are looking for a dedicated AI Engineer Intern.This role offers a real opportunity to transition into a full-time position based on performance.PPO / F...Show more
    Last updated: 8 hours ago • Promoted • New!
    Social Media video production Manager

    Social Media video production Manager

    Opus RE Media • bhopal, madhya pradesh, in
    At Opus RE Media, we are the outsourced creative back office for real estate and creative agencies worldwide.Headquartered in Dubai, we specialize in photo and video editing, floor plans, virtual s...Show more
    Last updated: 8 hours ago • Promoted • New!
    Machine Learning Engineer

    Machine Learning Engineer

    Recro • bhopal, madhya pradesh, in
    What would you be doing / Expected from this role?.Collaborate with cross-functional teams including data scientists, engineers, and product managers to deliver AI-driven solutions.Drive the archite...Show more
    Last updated: 30+ days ago • Promoted
    Architect

    Architect

    Veltris • bhopal, madhya pradesh, in
    AI Architect - Telecom & Networking.Routing, Switching / SD-WAN / Provider Edge).ML Algorithms; Graph Neural Networks, Time-series Forecasting Algorithms (ARIMA, LSTM…). ML / DL libraries (PyTorch, Te...Show more
    Last updated: 8 hours ago • Promoted • New!
    Machine Learning Engineer - LLM

    Machine Learning Engineer - LLM

    Talentgigs • bhopal, India
    We’re looking for a hands-on Senior ML Engineer (6–10 years) who can : .Lead design and delivery of LLM & Document AI solutions end-to-end. Own ML services in production (APIs, pipelines, monitoring)....Show more
    Last updated: 2 hours ago • Promoted • New!
    Lead Full-Stack + AI Engineer (Founding Team)

    Lead Full-Stack + AI Engineer (Founding Team)

    Grovio AI • bhopal, madhya pradesh, in
    We’re building an autonomous, multi-agent AI OS that plans, executes, and optimizes marketing across modern digital ecosystems. Think : an AI that acts like a virtual CMO — planning, writing, analyz...Show more
    Last updated: less than 1 hour ago • Promoted • New!
    Freelance Data Engineer

    Freelance Data Engineer

    Leading MNC • bhopal, madhya pradesh, in
    Looking for a Freelance Data Engineer to join a team of rockstar developers.The candidate should have a minimum of 8+ yrs. If you're looking for freelance / part time opportunity (along with your day...Show more
    Last updated: 13 days ago • Promoted
    Video Editor

    Video Editor

    Technofocus • bhopal, madhya pradesh, in
    EdTech / Professional Training & Upskilling.We are looking for a highly skilled.In this role, you will edit and transform raw footage into engaging, high-quality training videos for learners worldw...Show more
    Last updated: 8 hours ago • Promoted • New!
    Generative AI Engineer

    Generative AI Engineer

    Turing • bhopal, India
    Turing is looking for people with LLM experience to join us in solving business problems for our Fortune 500 customers.You will be a key member of the Turing GenAI delivery organization and part of...Show more
    Last updated: 19 days ago • Promoted
    Python Developer

    Python Developer

    TekXera • bhopal, madhya pradesh, in
    Senior Python Engineer – Service Implementation.India | Pakistan | Nigeria | Kenya | Egypt | Ghana | Bangladesh | Turkey | Mexico. Full-Time Contract (9 Months, Extendable).San Francisco–based AI re...Show more
    Last updated: 8 hours ago • Promoted • New!
    Medical AI Training Intern (Remote | $2K–$3K / Month)

    Medical AI Training Intern (Remote | $2K–$3K / Month)

    Taskify AI Media • bhopal, madhya pradesh, in
    Remote
    We're Hiring Medical Students for AI Training (Remote).Earn Between $2,000 - $3,000 / Month.About the Role : Are you a medical student with a passion for advancing AI? We are seeking medical experts t...Show more
    Last updated: 8 hours ago • Promoted • New!
    Video Editor

    Video Editor

    NxtWave • bhopal, madhya pradesh, in
    We are seeking a highly skilled and innovative AI Video Editor to join our dynamic content team.The ideal candidate will be an expert in leveraging Generative AI tools to produce engaging, high-qua...Show more
    Last updated: 30+ days ago • Promoted
    Founding SDR (B2B AD Agency, AR / VR & AI)

    Founding SDR (B2B AD Agency, AR / VR & AI)

    Blownfuse Softlabs • bhopal, madhya pradesh, in
    Blownfuse Softlabs is a startup dedicated to developing cutting-edge B2B products and services in.Augmented Reality (AR), Virtual Reality (VR), Advertising, Artificial Intelligence (AI), and Enterp...Show more
    Last updated: less than 1 hour ago • Promoted • New!