Mduduzi M.

Key Skills

Software

Other

Top Subject Matter

Generative AI fluency

Software Developer

Cybersecurity / AI-adjacent data governance

Top Data Types

Text

Computer Code Programming

Document

Top Task Types

Prompt + Response Writing (SFT)

Data Collection

Computer Programming/Coding

Freelancer Overview

Certificate of Completion — Generative AI Mastermind (Outskill). Brings 14+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other. Education includes Management Development Program, University of Stellenbosch Business School (2019) and National Diploma, Tshwane University of Technology (2012). AI-training focus includes data types such as Text and labeling workflows including Prompt + Response Writing (SFT), Evaluation, and Rating.

Labeling Experience

Certificate of Participation — 3rd Edition of the SANCS Cyber Security School (Stellenbosch University / The Hague Centre for Strategic Studies / Netherlands Ministry of Foreign Affairs / MixORG)

OtherTextData Collection

Participated in the Southern Africa–Netherlands Cyber Security School, which is primarily cybersecurity training but supports data-handling practices relevant to AI/data governance in security contexts. The credential indicates structured learning that can inform secure data collection and preparation practices for security-adjacent AI uses. • Builds understanding of cyber defense concepts with data-handling implications • Enhances awareness of secure operational workflows around information • Supports safe approaches to gathering/using data for AI-enabled security tasks • Reinforces governance considerations that affect dataset integrity and usage

2026 - 2026

Certificate of Completion — Microsoft AI Fluency Course (NetCampus Group on behalf of Microsoft)

OtherText

Completed Microsoft AI Fluency coursework aimed at building applied knowledge of AI systems that can be used to assess and improve AI performance using data-driven evaluation. While the certificate does not specify labeling tasks, the training aligns with understanding how to evaluate AI outputs and data preparation concepts. • Develops AI fluency useful for reviewing AI behavior on datasets • Reinforces evaluation mindset for model outputs and quality signals • Supports effective preparation/selection of data for AI workflows • Enhances ability to interpret AI results for iterative improvement

2025 - 2025

Certificate of Completion — Generative AI Mastermind (Outskill)

OtherTextPrompt + Response Writing (SFT)

Completed a Generative AI mastery program focused on practical generative AI skills that can include building and improving model responses using training data. The course credential suggests hands-on work with prompt/response workflows relevant to supervised fine-tuning style datasets. • Covers generative AI concepts applicable to preparing instruction-following training materials • Builds familiarity with structuring prompts and evaluating response quality • Strengthens ability to translate requirements into training-ready examples • Supports downstream AI training and QA processes through applied practice

2024 - 2024

Education

Work History