
Platform Engineer with deep expertise in AWS and GCP. Passionate about Serverless & Container technologies. AWS Community Builder and Speaker.
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Evaluating your skill match against the job requirements…
Assessing your cultural and operational fit
Checkatrade
Frontend Developer
June 26, 2026 – Present
university-of-essex-msc-dissertation-hotel-review-sentiment
December 4, 2025 – December 4, 2025
University of Essex MSc Dissertation | Sentiment analysis on TripAdvisor hotel reviews. Compares lexical (negation-aware, adjective-focused) and TF-IDF feature extraction, then combines both. Hybrid pipeline + SVM achieves 96.15% F1, outperforming Elango & Narayanan and Kasper & Vela benchmarks. Code, experiments & thesis included.
View Projectkiro-amazon-guardduty-malware-protection-s3
November 25, 2025 – November 25, 2025
Kiro-generated version of amazon-guardduty-malware-protection-s3 (see link) using spec-driven development
View Projectamazon-guardduty-malware-protection-s3
October 23, 2025 – October 23, 2025
Solution for automated malware scanning in S3 using GuardDuty Malware Protection, implemented with Terraform
View Projectskills-change-commit-history
February 14, 2025 – December 1, 2025
My copy of the skills course on changing commit history
View ProjectCultural Fit Analysis
The candidate's project history shows a strong inclination towards backend/DevOps technologies (HCL, Python for S3 malware protection, Azure cleanup) and data science (MSc dissertation). While there is a 'Frontend Developer' role listed, the personal projects do not strongly align with typical frontend development skills (e.g., specific frameworks like React, Angular, Vue, or deep UI/UX focus). This suggests a potential mismatch with a dedicated Frontend Developer role, though the candidate's current role at Checkatrade is listed as Frontend Developer.
Soft Skills & Operational Fit
Insufficient data to assess soft skills and operational fit. No psychometric test results or interview feedback provided.