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AI is analyzing your overall score…
Identifying your key strengths…
Evaluating your skill match against the job requirements…
Assessing your cultural and operational fit
llm-diagnostic-framework
December 29, 2025 – Present
Systematic framework for diagnosing LLM failures and testing optimization strategies
View ProjectMalekSnous.github.io
November 17, 2025 – Present
MalekSnous.github.io — GitHub repository
View ProjecthNCD-scRNAseq
June 17, 2024 – June 17, 2024
Hierarchical Novel Class Discovery for scRNA-seq classification
View ProjectplRNAseq
July 24, 2023 – February 18, 2024
partial label learning for single cell RNA seq data classification
View ProjectCultural Fit Analysis
The candidate's personal projects show initiative and a self-driven learning approach, which can be a positive cultural fit. The diversity of projects, from LLM diagnostics to bioinformatics and energy forecasting, indicates a broad interest in applying data science across different domains. However, the lack of professional experience or team-based projects makes it difficult to fully assess collaboration and cultural alignment.
Soft Skills & Operational Fit
Insufficient data to assess soft skills or operational fit. The psychometric test score is 0, providing no insights.