J. Todd Watkins

Key Skills

Software

AWS SageMaker

Clickworker

Data Annotation Tech

Other

Top Subject Matter

No subject matter listed

Top Data Types

Audio

Document

Text

Video

Top Label Types

Action Recognition

Audio Recording

Classification

Computer Programming Coding

Data Collection

Fine Tuning

Object Detection

Prompt Response Writing SFT

Question Answering

Red Teaming

RLHF

Text Summarization

Tracking

Transcription

Freelancer Overview

I have worked with the following entities: Alignerr, Handshake, DataAnnotation.tech, ClickWorker, Upwork, and Amazon on various projects including but not limited to Voice, Audio, Imagery, Fictional Writing, with Specializations in - Biology, Security Protocol. My experience spanning over 13 months.

Labeling Experience

Image Segmentation - Python/Java Script required

Aws SagemakerImageSegmentationClassification

In this project, using AWS Sagemaker, a machine learning model for image classification was built and deployed. My role involved fine tuning the data annotation and preprocessing stages, ensuring high-quality labeled data through python scripts. My work was intended to contribute to model optimization and deployment, helping streamline the workflow and improve accuracy.

In this project, using AWS Sagemaker, a machine learning model for image classification was built and deployed. My role involved fine tuning the data annotation and preprocessing stages, ensuring high-quality labeled data through python scripts. My work was intended to contribute to model optimization and deployment, helping streamline the workflow and improve accuracy.

2025 - 2025

Adv. Annotations: Security & Investigations

OtherVideoObject DetectionAction Recognition

My role in this project was to observe various segments of CCTV footage and identify potential risk. I was instructed to mark, label, and submit all of my findings with concise and coherent descriptors making sure to use common keywords for optimal integration.

My role in this project was to observe various segments of CCTV footage and identify potential risk. I was instructed to mark, label, and submit all of my findings with concise and coherent descriptors making sure to use common keywords for optimal integration.

2025 - 2025

Adv. Fine Tuning: Biology - Genetics

Data Annotation TechTextFine Tuning

My role in this task was to utilize my expertise in the specific field of study and compare, contrast, and correct an AI's answers to problems centered around Genetics and general Biology.

My role in this task was to utilize my expertise in the specific field of study and compare, contrast, and correct an AI's answers to problems centered around Genetics and general Biology.

2025 - 2025

Audio Annotator

ClickworkerAudioAudio Recording

Generalized annotation of a casual 45 min long debate between three parties.

Generalized annotation of a casual 45 min long debate between three parties.

2025 - 2025

Education

Work History