Salary Details
PHP 855,946
Job Address
Remote
Job Description
Description:
This is a senior role where you will be responsible for leading a team of computer vision developers and work on the below mentioned roles and responsibilities.
Roles and Responsibilities:
- Analyze and Improve the Existing Data, Training & Inference Architecture for existing Use-Cases.
- Pioneer Novel Algorithms for new use-cases to develop an elegant and robust solution to solve problem statements using Computer Vision.
- Work on Model Optimization to improve Performance & Throughput for the same.
- Work on Various SOTA Dataset Augmentation & Dataset Generation Techniques that help improve model accuracy & precision.
- Work on development & improvement of End-to-End Pipeline use-cases running at scale.
- Work with the existing teams to set up a re-training pipeline that iteratively improves existing model accuracy based on in-coming datasets.
Requirements:
- Proficient with Training of Detection/Classification/Segmentation Models with Tensorflow/PyTorch
- Good Theoretical and Practical Knowledge with the fundamentals of Deep Learning, eg. CNNs, Regularization Techniques, etc.
- Proficient in developing Deep Learning Model Pipelines
- Deployment of Deep Learning Models at Scale for live processing of video feeds (RTSP).
- Experience with Model Servers: Triton Inference Server (Preferred), TensorFlow Serving, or Torch Serve.
- Experience in working with Model Optimization for Nvidia Hardware (TensorRT Conversion of both Tensorflow & Pytorch models)
- Experience with both Cloud as well as Edge Deployment of Deep Learning Models (Preferably at Scale).
- Experience in FP16/Mixed Precision and INT8 Optimized Inference on Nvidia Hardware
- Experience with using Docker, Nvidia-Docker, Nvidia NGC containers for Computer Vision/Deep Learning.
- Proficient in Data Structures & Algorithms
- Proficient understanding of code versioning tools, such as (Git / Mercurial / SVN)
- Experience with common front-end development tools such as Babel, Webpack, NPM, etc.
- Knowledge of a state management library such as Redux, etc
Good to have
- Experience with Scalable Cloud Deployment Architecture for Video Analytics (Involving Kubernetes and/or Kafka)
- Experience in INT8 Training (Quantization Aware Training)
- Experience/Knowledge of TensorFloat32 and BFloat16 Training/Inference
How we work?
- Microsoft Teams is our go to tool for daily communication
- We conduct daily standups and team meetings over Teams
- We encourage open discussion and debate, and place tremendous value on ownership and founder mindset.
- We value: design + amazing UI/UX, documentation, To-Do lists and Data based decision.
- We're distributed but not alone! We might be working around the world but we believe in the value in getting to know each other outside of working hours
- We get together for a bi-weekly townhall and frequent destressing session with a certified healer!
Perks and Benefits:
- 100% remote workplace model
- Health Insurance of Rs. 3L
- Top performers eligible for attractive equity options
- Mental Health Consultations with heyy app.
- Company sponsored upskilling courses
- Growth Hours: 40 hours every year
- The chance to give back with 40 hours for community causes
- Fun company retreats twice a year
- Access to a Financial Advisor
Job Requirements
Tenserflow, Python, Pytorch, CNN, YOLO
Job Type
Information Technology
Working Hours
09:30 AM to 06:30 PM
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