Pakeeza S.

Key Skills

Software

Don't disclose

Other

Top Subject Matter

Mathematics (AI training for mathematical reasoning)

Python-Backed Math Evaluation

Human Feedback-Based LLM Trainer

Top Data Types

Text

Video

Document

Top Task Types

Classification

RLHF

Question Answering

Data Collection

Text Generation

Freelancer Overview

Six years of experience developing rigorous 𝐒𝐓𝐄𝐌 𝐜𝐮𝐫𝐫𝐢𝐜𝐮𝐥𝐚 and high-fidelity AI training data sets me apart in the 𝐦𝐚𝐜𝐡𝐢𝐧𝐞 𝐥𝐞𝐚𝐫𝐧𝐢𝐧𝐠 landscape. Anchored by an 𝐌𝐒𝐜 𝐢𝐧 𝐌𝐚𝐭𝐡𝐞𝐦𝐚𝐭𝐢𝐜𝐬, I specialize in 𝐝𝐞𝐬𝐢𝐠𝐧𝐢𝐧𝐠 𝐜𝐨𝐦𝐩𝐥𝐞𝐱, 𝐦𝐮𝐥𝐭𝐢-𝐬𝐭𝐞𝐩 𝐩𝐫𝐨𝐦𝐩𝐭𝐬 to stress-test 𝐚𝐝𝐯𝐚𝐧𝐜𝐞𝐝 𝐦𝐚𝐭𝐡𝐞𝐦𝐚𝐭𝐢𝐜𝐚𝐥 𝐫𝐞𝐚𝐬𝐨𝐧𝐢𝐧𝐠 and 𝐝𝐞𝐛𝐮𝐠𝐠𝐢𝐧𝐠 𝐥𝐨𝐠𝐢𝐜𝐚𝐥 𝐩𝐫𝐨𝐛𝐥𝐞𝐦-𝐬𝐨𝐥𝐯𝐢𝐧𝐠 𝐜𝐡𝐚𝐢𝐧𝐬 using standard mathematical libraries. My direct AI evaluation experience includes assessing, comparing, and ranking AI-produced mathematics content to identify hallucinations and provide corrective feedback for continuous model refinement. Furthermore, I bring deep expertise in data annotation, having meticulously tagged expansive assessment item banks and aligned over 𝟓,𝟎𝟎𝟎 𝐥𝐞𝐚𝐫𝐧𝐢𝐧𝐠 𝐚𝐬𝐬𝐞𝐭𝐬 to strict benchmarks like the Florida B.E.S.T. standards. Enhanced by a Google AI Essentials certification, my background perfectly bridges elite pedagogical accuracy with the technical rigor required to evaluate and optimize complex AI models.

Labeling Experience

Math eLearning Content Developer (lesson/assessment tagging for AI-ready educational content)

Don't discloseTextClassification

Created and tagged mathematics and ELA learning and assessment materials for Pre-K to K-3 digital and printable instruction. Produced assessment item banks with solutions and rationales and applied tagging for skills and objectives to support form assembly and quality assurance. Mapped math benchmarks to scope and sequence and updated pacing and assessment blueprints based on standards alignment. •Authored lessons, practice materials, and teacher guides aligned to scope and standards •Developed assessments with skill/objective tagging and supported content QA •Produced instructional ancillaries such as pacing guides and unit reviews •Translated complex concepts into age-appropriate explanations and models with SMEs

2024 - Present

Maths Curriculum Writer & Assistant (standards-aligned curriculum/assessment content creation)

OtherTextClassification

Developed high school mathematics curriculum materials and assessments aligned to the Ontario Curriculum, including learning objectives and scaffolds for diverse learners. Reviewed and refined student and teacher materials for accuracy, style, and consistency and moderated online activities to support standards-aligned delivery. Created diagrams and interactive educational assets using design and AI tools, supporting structured content creation workflows. •Built lesson plans, assessments, and learning objectives •Ensured grade-level appropriateness and instructional clarity •Supported teacher delivery and moderated online activities •Produced and maintained content versions with timely updates

2023 - 2025

Math Expert for AI Training (Mathematics AI content evaluation and response ranking)

Text

Evaluated mathematics content generated by AI models to ensure accuracy and relevance for training improvements. Designed and verified complex multi-step mathematical prompts to stress-test AI reasoning in advanced mathematics. Ranked and compared AI-produced responses and debugged reasoning chains by identifying hallucinations and verifying outputs using mathematical tools. •Assessed AI response quality against correctness and relevance criteria •Authored clear explanations and feedback to guide model refinement •Used standard mathematical libraries to validate outputs •Worked remotely with full control over scheduling and workload

2024 - 2024

Education

Work History