Devano JonathanAI Engineer & Data Scientist.

HKU Data Science@ Hitachi RailBloomberg Trading Top 3 Asia

Transforming raw data into strategic impact through AI automation. Building autonomous agents with human-level reasoning.

AI Agent Development

VLM + LLM

Building autonomous testing agents at Hitachi Rail using Vision-Language Models.

Business Impact

100+ hrs saved

Automated HR screening for 3,000+ candidates per cycle at Career Hackers.

ML & NLP

30% accuracy↑

Fine-tuned SBERT models for semantic similarity and cheating detection.

About Me

Data Science and Engineering student at The University of Hong Kong focused on transforming raw data into strategic impact through AI automation. Currently building autonomous agents capable of navigating complex professional tools with human-level reasoning. Expert in bridging the gap between technical insights and business execution.

Education

HKU

The University of Hong Kong

Bachelor of Engineering in Data Science and Engineering

Sep 2022 - Dec 2026 (Expected)

Relevant Coursework:

Machine LearningNLPBig Data ProcessingData VisualizationProbability & StatisticsData Structures
Impact Lab

Impact Lab

Social Impact Leadership

Jan 2024 - May 2024

SMA

SMA Ignatius Global School

Natural Science

Jul 2019 - May 2022

Key Achievements

Bloomberg Global Trading Challenge 2024

2nd Runner-up in Asia-Pacific. Demonstrated advanced quantitative analysis and risk management strategies in a competitive trading environment against top finance students globally.

Saudi Arabia Algo Trading Challenge 2025

Global Finalist. Developed an algorithm that generated +21% return over 2 months using statistical arbitrage and advanced quantitative strategies.

Indonesia Maju Scholarship

Awarded full scholarship from Indonesian Ministry of Education via Informatics Olympiad National Finals qualification, recognizing academic excellence and competitive programming prowess.

Work Experience

7 internships across AI, Data Science, and Software Engineering.

Hitachi Rail

Software Placement Intern – Machine Learning

Hitachi Rail
Aug 2025 - Ongoing | Hong Kong SAR
Reference Letter
  • Built autonomous VLM testing agent using Quantized Vision-Language Models on vLLM for UI automation
  • Deployed REST API for real-time client-server communication enabling loop-testing without human intervention
  • Integrated EasyOCR + OpenCV hybrid pipeline for screenshot verification against backend logs
  • Automated VM provisioning via Python, creating scalable CI/CD for multi-server parallel testing
PythonvLLMVLMOpenCVEasyOCRREST APICI/CD
Career Hackers (Speakmanity)

Summer Intern, Full Stack GenAI Developer – AI Research Team

Career Hackers (Speakmanity)
Jun 2025 – Aug 2025 | Hong Kong SAR
  • Built automated cheating detection system using speech-to-text for online interviews
  • Improved detection accuracy by 30% via fine-tuned Sentence-BERT with cosine similarity
  • Automated screening for 3,000+ candidates/cycle, saving ~100 hours of HR workload per batch
PythonSBERTNLPGenAISpeech-to-Text
Entrio

Summer Intern, Research Analyst

Entrio
Jun 2024 – Aug 2024 | Hong Kong SAR
  • Architected market intelligence taxonomy categorizing 1,200+ tech companies
  • Led end-to-end data pipeline development achieving 99.8% accuracy
  • Delivered 20+ sector analysis reports to Tier-1 investment banks
PythonExcelData Pipelines

Technical Expertise

Comprehensive toolkit for complex challenges

Python

Expert

C++

Advanced

R

Intermediate

MATLAB

Intermediate

Bash

Advanced

TensorFlow

Advanced

Scikit-learn

Expert

Hugging Face

Advanced

OpenCV

Advanced

EasyOCR

Advanced

VLM

Advanced

LLMs (SBERT)

Expert

RAG Architecture

Expert

Agentic AI

Expert

NLP

Advanced

Pandas

Expert

PySpark

Advanced

NumPy

Expert

Seaborn

Advanced

Matplotlib

Expert

Tableau

Advanced

Google Looker

Advanced

Financial Modeling

Advanced

Quant Analysis

Advanced

SQL

Expert

MySQL

Advanced

MongoDB

Intermediate

RPA

Advanced

REST APIs

Expert

Docker

Advanced

Git/GitHub

Expert

Jupyter

Expert

Excel (VBA)

Advanced

PivotTables

Expert

React

Advanced

Next.js

Advanced

Node.js

Advanced

Tailwind CSS

Advanced

Featured Projects

Selected work in AI, Data Science, and Web Dev

  • Neuro-Symbolic Geometric AI Agent
    Neuro-Symbolic Geometric AI Agent

    Hybrid AI Architecture fusing LLMs (ChatGPT) with geometric engines (GeoGebra) to solve complex problems with >95% verified accuracy. Developed a Validation API that converts natural language into geometric constructions with alternative reasoning paths. Fine-tuning with Reinforcement Learning (PPO, GRPO, DAPO) to enforce logical consistency.

    LLMsGeoGebraPPOGRPORLAPI
  • PayoEAT: AI Restaurant Discovery
    PayoEAT: AI Restaurant Discovery

    Secured HK$100K Seed Funding. Architected a hybrid recommendation engine (Collaborative Filtering + LLM) that increased user retention by 40%. Built the "Tinder-for-Food" UI in React Native.

    React NativeNode.jsMongoDBOpenAIRAG
  • Autonomous VLM Testing Agent
    Autonomous VLM Testing Agent

    Built at Hitachi Rail: High-throughput visual testing agent using Quantized VLMs on vLLM for low-latency inference. Autonomously interprets UI screenshots, converting visual semantics into executable X/Y coordinates. Integrated EasyOCR + OpenCV for hybrid vision pipeline.

    VLMvLLMOpenCVEasyOCRREST APIRPA
  • Hotel Price Optimization
    Hotel Price Optimization

    Revenue Optimization Engine. Developed a Random Forest model that identified underpriced inventory, projecting a 15% RevPAR increase for Hong Kong hotels during peak seasons.

    PythonScikit-learnRandom Forest
  • Financial Analytics Pipeline
    Financial Analytics Pipeline

    Multi-Modal Alpha Generation. Engineered a comprehensive ML pipeline combining NLP for sentiment analysis (BERT) and computer vision for chart patterns to identify high-probability trade setups.

    TensorFlowBERTOpenCVNLP
  • Climate Intelligence
    Climate Intelligence

    Predictive Climate Modeling. Built an ensemble regression system that models sea-level rise trajectories through 2050, translating complex environmental data into actionable long-term forecasts.

    PythonPandasMatplotlib
  • Portfolio Evolution
    Portfolio Evolution

    Digital Identity Architecture. Designed a high-performance Next.js application with "Neuro-Marketing" UX principles, achieving <1s load times and optimized conversion paths.

    Next.jsTailwind CSSFramer Motion
  • Demographic Analyzer
    Demographic Analyzer

    Population Intelligence. Uncovered key socioeconomic trends from census data using advanced Pandas manipulation, transforming raw statistics into policy-relevant insights.

    PythonPandasNumPy

Leadership & Community

Building communities and driving data science literacy

HKU Data Science Association

HKU Data Science Association

Founder

The University of Hong Kong

May 2023 – Jun 2024Hong Kong SAR

Community Building

Established a thriving community of 50+ members passionate about data science, machine learning, and AI applications.

Strategic Planning & Execution

Managed strategic planning to promote data science literacy across the university, organizing workshops, hackathons, and industry networking events.

Community LeadershipData Science EducationEvent ManagementStrategic PlanningNetworking

Blog & Insights

Coming Soon

I'm working on sharing insights about AI, machine learning, data science, and finance. Stay tuned for deep-dives into technical concepts, project breakdowns, and industry trends.