Quality Assurance, Data Integrity & AI Systems Evaluation Specialist
AI and technical evaluator with 3+ years of experience assessing complex technical outputs, AI-generated responses, data quality, technical programs, and document integrity. Combines advanced academic research in Quality Assurance & Data Labeling Systems with a structured testing and validation mindset for scenario modeling, discrepancy detection, edge-case analysis, and SOP development.
Ph.D. Candidate & M.Sc. Holder
Designed to demonstrate transition from AI data evaluation toward high-throughput MLOps, LLM inference profiling, and compiler-accelerated computation.
| # | Project Title | Primary Technical Strength | Core Technologies | Target Engineering Role Focus |
|---|---|---|---|---|
| 01 | AI Data Quality & Evaluation Pipeline | AI Evaluation & Data Engineering | Python, Pandas, SQL, FastAPI | Data & Quality QA Specialist |
| 02 | LLM Model Serving API | MLOps & Deployment | Python, FastAPI, Docker, Hugging Face | MLOps Engineer |
| 03 | LLM Inference Performance Benchmarking | LLM Profiling & Optimization | Python, PyTorch, Hugging Face, Transformers | LLM Performance Engineer |
| 04 | JAX-Based Neural Network Implementation | JAX & Numerical Computing | Python, JAX, NumPy, Flax | AI Framework Engineer |
| 05 | Custom GPU/TPU Kernel Performance Experiment | Kernel Optimization & Acceleration | Python, JAX, Pallas, Google Colab | Hardware Acceleration Engineer |
Primary Strength: AI Evaluation, Data Integrity & Automation
Developed an automated data validation pipeline for AI training datasets. Implemented checks for missing values, duplicate embeddings, inconsistent label taxonomies, and malformed JSON records to generate structured data quality reports.
Primary Strength: MLOps, API Engineering & Deployment
Built a production-ready API for serving locally hosted language models. Implemented request queuing, input sanitization, and structured response generation while containerizing the stack with Docker.
Primary Strength: LLM Profiling, Latency & Throughput
Developed a comprehensive benchmarking framework to evaluate LLM inference performance across varying batch sizes, prompt sequence lengths, and precision quantizations.
Primary Strength: JAX & Numerical Compiler Optimization
Implemented a modular neural network architecture leveraging JAX for high-performance numerical computation, automatic differentiation (`grad`), and Just-In-Time (`jit`) compilation.
Primary Strength: Kernel Optimization & Hardware Acceleration
Explored custom computational kernels for matrix multiplication and element-wise operations using JAX and Pallas. Evaluated memory bandwidth utilization, compute efficiency, and execution time against standard library primitives.
Structured doctoral research, master's degree specialization, software engineering degree, and technical certificates.
Advanced Research & Model Evaluation Benchmark Design
Focusing on scalable quality assurance methodologies for artificial intelligence data pipelines, standardizing ground-truth evaluation, and optimizing annotation system reliability.
Master's Holder (M.Sc.)
Comprehensive postgraduate degree focused on statistical quality control, data governance frameworks, operational document review, and system stability audits.
University of Rwanda
Rigorous foundation in computer science fundamentals, software testing lifecycles, database management systems, and algorithmic analysis.
Global Nexus Institute Ltd
Specialized training in secure web protocols, document verification engines, and PII protection standard compliance.
Google Career Certificates
Data cleaning workflows, structured data reporting, empirical decision analysis, and dataset validation.
kLab Innovation Hub Academy
Multimodal vision evaluation, feature detection verification, and dataset annotation quality assurance.
Proven background in AI model evaluation, government document integrity, defense scenario modeling, and enterprise data operations.
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Irembo Ltd. (Government Services Platform)
Defense Tech & AI Evaluation Group | Volunteer / Contractor
Tele 10 Group Rwanda
TOP5SAI Production & Visionary Data Solutions
Evaluated and annotated AI-generated responses for accuracy, relevance, and safety using standardized guidelines and structured feedback loops.
Managing digital platform ecosystems and technical ventures in Rwanda.
www.dutsinde.rw
Digital services platform offering automated workflows, document management, and customer support integration (`support@dutsinde.rw`).
Visit WebsitePRIME FARMS Ltd
Leading operational strategies, tech integration, quality standards, and supply chain logistics for modern agricultural enterprise management.
NAEXT FIELD AGRI-SOLUTIONS
Directing tech-enabled agricultural data verification, farm efficiency analytics, and innovative solution deployment.
Prompt/response grading, analytical reasoning audits, hallucination detection, and ground-truth validation.
Identification of failure modes, edge-case dataset isolation, and quantitative discrepancy scoring.
Standard operating procedure formulation, data labeling guidelines, and operational workflow auditing.
Document integrity audits, PII protection rules, and platform data compliance verification.
Available for high-level technical evaluation engagements, AI safety audit consultation, rubric & SOP modeling, or academic research collaborations.
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