Ashok Kumar

Key Skills

Software

CVAT

Google Cloud Vertex AI

Labelbox

LabelImg

Label Studio

Roboflow

Other

Top Subject Matter

Data science

Machine learning

Cybersecurity

Top Data Types

Audio

Image

Video

Top Label Types

Audio Recording

Bounding Box

Classification

Polygon

Segmentation

Freelancer Overview

My experience in AI training data is centered on enhancing the efficiency and quality of machine learning model development. I have hands-on experience in developing active learning systems for vision model training, which intelligently prioritizes data for labeling to reduce manual effort and accelerate the training process. This involved managing the end-to-end pipeline, from setting up servers and inference pipelines to managing databases for data consolidation. My skills in this area are demonstrated through my work in creating robust datasets for complex applications. A key qualification that sets me apart is my practical application of these skills in industrial settings. For instance, I developed computer vision models using YOLOv7 for production factory monitoring and created segmentation models for car dent detection. I also have experience with synthetic data generation to back-test and improve anomaly detection models, a critical skill for building resilient AI systems when real-world data is limited. My proficiency with tools like Label Studio and various data-centric libraries allows me to effectively manage and optimize datasets for high-performance AI models.

Labeling Experience

Education

Work History