Sai K.

Key Skills

Software

AWS SageMaker

Don't disclose

Top Subject Matter

Instructional video training content and UI interaction events

Industrial/complex image person annotation

Product image labeling (containers/items, occlusion, trash/stickers)

Top Data Types

Video

Image

Text

Document

Top Task Types

Action Recognition

Bounding Box

Polygon

Classification

Segmentation

Entity (NER) Classification

Freelancer Overview

Senior Project Coordinator | Recorded instructional videos; annotated video events using Turing.. Brings 10+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Turing, AzureAI Machine Learning Studio, and AWS SageMaker. Education includes Master of Technology, Christu Jyothi Institute Of Technology and Sciences and Bachelor of Technology, Christu Jyothi Institute Of Technology and Sciences (2017). AI-training focus includes data types such as Video and Image and labeling workflows including Action Recognition, Bounding Box, and

Labeling Experience

Assistant Professor | CMR Engineering College (AI/Deep Learning Lab-related training).

AWS SageMakerImage

Delivered AI-related training and institutional activities supporting quality frameworks and academic requirements. • Coordinated NBA work criteria-6 and 7 and supported faculty in charge of NACC criteria-3. • Coordinated academic activity 'Yukti' as part of departmental initiatives. • Conducted theory and laboratory instruction relevant to deep learning practice. • Supported quality compliance processes that reinforce consistent training and evaluation practices.

2024 - Present

Senior Project Coordinator - Fin Infocom

AWS SageMakerVideoBounding BoxSegmentation

As a Senior Project Coordinator, Saikumar Birru created instructional materials and supported training content development. He recorded and produced demonstration videos covering developer and enterprise tools to help learners understand workflows. The role required research skills, documentation ability, and familiarity with common software tools and scripting concepts. • Recorded instructional videos for tools such as VSCode, Canva, Bash scripting, Odoo, AWS, and Excel • Researched open-source solutions and documented steps for training • Helped enhance video clarity using interaction/event annotation in training footage • Contributed to comprehensive training content for consumer and enterprise applications

2023 - 2024

Senior Project Coordinator | Recorded instructional videos; annotated video events using Turing.

VideoAction Recognition

Developed and contributed to video-based instructional content that included event/action annotation to improve learner comprehension. • Annotated events such as scrolling, typing, and clicking in training video material. • Used the Turing labeling tool to add action/event context for clearer demonstrations. • Reviewed how annotations impacted video clarity and learner engagement. • Coordinated training content creation for consumer and enterprise application scenarios.

2023 - 2024

Data Labeling Specialist | Multi-modal labeling under SOP compliance (Quadrant Technologies/Amazon/Helin context).

Don't discloseImageClassification

Contributed to multi-modal data labeling for AI/ML training while following detailed Standard Operating Procedures (SOPs). • Labeled image, video, and audio data for training datasets. • Classified and tagged over 300 unique labels by interpreting data context. • Maintained annotation accuracy via validation and regular label review. • Worked with cross-functional teams to improve annotation processes and model performance.

2019 - 2023

Data Labeling Specialist | Amazon Client (Quadrant Technologies).

AWS SageMakerImagePolygon

Labeled product images for object and container/item annotation to support AI/ML model training. • Drew polygons to outline containers and items in product images. • Applied specific color codes to differentiate occluded vs non-occluded items and trash vs stickers. • Adjusted contrast and brightness to improve annotation visibility and accuracy. • Validated labels against SOPs and maintained high-quality standards with regular review and collaboration.

2019 - 2023

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Education

Work History