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Martin Gikandi

Martin Gikandi

Subject Matter Expert – AI Training & Evaluation Consultant

Kenya flagNairobi, Kenya
$25.00/hrEntry LevelAxiom AI

Key Skills

Software

Axiom AI

Top Subject Matter

Physics Domain Expertise
Calculus Domain Expertise
Mathematics Domain Expertise

Top Data Types

TextText
ImageImage
VideoVideo

Top Task Types

Prompt + Response Writing (SFT)Prompt + Response Writing (SFT)
ClassificationClassification
Object DetectionObject Detection
Text GenerationText Generation
Question AnsweringQuestion Answering

Freelancer Overview

Subject Matter Expert – AI Training & Evaluation Consultant. Brings 10+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal and Proprietary Tooling. Education includes Project Management Professional, Project Management Institute (2023) and Bachelor of Science, Dedan Kimathi University of Technology (2016). AI-training focus includes data types such as Text and labeling workflows including Prompt + Response Writing (SFT).

Entry LevelEnglishSwahiliSpanish

Labeling Experience

Subject Matter Expert – AI Training & Evaluation Consultant

TextPrompt Response Writing SFT
Authored high-complexity gold-standard solutions and instructional datasets for Physics and Calculus using step-by-step reasoning to train and fine-tune language models. Critically audited and evaluated hundreds of AI-generated responses in advanced STEM topics, performing fact-checking and providing qualitative feedback on scientific and mathematical accuracy. Developed and applied adversarial and localization scenarios for red team evaluation and Swahili-language STEM content adaptation. • Wrote and synthesized explanations that strengthen model transparency in scientific methodology. • Deconstructed multi-variable problems into structured logical prompts for enhanced prompt engineering. • Audited over 500 AI responses and corrected hallucinations, technical errors, and formatting inconsistencies. • Evaluated, ranked, and provided feedback on model outputs, including localization of math word problems.

Authored high-complexity gold-standard solutions and instructional datasets for Physics and Calculus using step-by-step reasoning to train and fine-tune language models. Critically audited and evaluated hundreds of AI-generated responses in advanced STEM topics, performing fact-checking and providing qualitative feedback on scientific and mathematical accuracy. Developed and applied adversarial and localization scenarios for red team evaluation and Swahili-language STEM content adaptation. • Wrote and synthesized explanations that strengthen model transparency in scientific methodology. • Deconstructed multi-variable problems into structured logical prompts for enhanced prompt engineering. • Audited over 500 AI responses and corrected hallucinations, technical errors, and formatting inconsistencies. • Evaluated, ranked, and provided feedback on model outputs, including localization of math word problems.

2024 - Present

Education

P

Project Management Institute

Project Management Professional, Project Management

Project Management Professional
2023 - 2023
D

Dedan Kimathi University of Technology

Bachelor of Science, Electrical and Electronics Engineering

Bachelor of Science
2012 - 2016

Work History

F

Freelancer

Subject Matter Expert

Nairobi
2023 - Present
P

Pavicon K Ltd

Project Engineer

Nairobi
2019 - 2023