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Evaluating your skill match against the job requirements…
Assessing your cultural and operational fit
lightning-ai-assistant
March 7, 2026 – Present
lightning-ai-assistant — GitHub repository
View ProjectPose-Fighter-System
December 13, 2025 – December 13, 2025
Real-time computer vision system that allows users to play Street Fighter Alpha 3 using full-body gestures. 🏆 1st Place Winner (ExpoProyectos).
View ProjectSpeech-Emotion-Recognition-CNN
December 7, 2025 – December 7, 2025
A Deep Learning model for Speech Emotion Recognition (SER) classification using CNNs and Mel-Spectrograms on the MESD dataset. Achieves 93.62% validation accuracy.
View ProjectMX2012-Crowdsourced-vs-Official-Election-Audit
November 22, 2025 – November 22, 2025
Statistical audit of Mexico's 2012 presidential election comparing official INE results with #YOSOY132 crowdsourced data. Identifies sampling biases and geographic discrepancies.
View ProjectDataRelay-Core
October 12, 2025 – October 17, 2025
Backend engine for relaying sensor data to the cloud. Built with Spring Boot + Hibernate. WebSocket ingestion, REST/JWT auth, per-profile schemas, multi-format exports, and hybrid storage with PostgreSQL + MongoDB.
View ProjectAccessibility-Expert-System
October 11, 2025 – October 11, 2025
Python expert system to help public and private space managers select accessibility solutions for people with disabilities, featuring a user-friendly interface and expandable knowledge base.
View ProjectColor-Based-Inventory-Tracking-System
October 10, 2025 – October 10, 2025
Color-based inventory system for tracking product expiration dates using photoelectric sensors
View ProjectFitness-system-project
September 26, 2025 – Present
Fullstack fitness and nutrition platform built with FastAPI and Flutter. Features a complete ingredient and dish management system with nutritional and chemical composition integrated from the official USDA FoodData Central API.
View ProjectCultural Fit Analysis
The candidate's project portfolio is diverse, covering computer vision, deep learning, statistical analysis, and even full-stack development. While this demonstrates broad technical curiosity, the target role is 'Data Scientist'. Many projects align well (e.g., Speech-Emotion-Recognition-CNN, MX2012-Crowdsourced-vs-Official-Election-Audit), but others like 'DataRelay-Core' (Java/Spring Boot) or 'Fitness-system-project' (FastAPI/Flutter) suggest a broader engineering interest rather than a focused data science path. This breadth could be an asset for cross-functional teams but might indicate less specialized depth in core data science areas compared to a candidate with a more focused portfolio. The lack of professional experience makes it difficult to assess cultural fit in a corporate environment.
Soft Skills & Operational Fit
Insufficient data to assess soft skills or operational fit. The candidate's project descriptions indicate a proactive and self-driven individual, but no direct assessment of collaboration, communication, or problem-solving in a team context is available.