Lean Louiel Alzate Peria
Backend Engineer & Data Scientist
Quezon City, Philippines
I build backend systems, data pipelines, and ML models. Currently at IDP Education working on microservices for identity verification and IELTS booking systems using AWS and Python. MS Computer Science candidate at UP Diliman, with a thesis on LLM-assisted reinforcement learning for stock trading.
Experience
IDP Education · Backend Engineer
Jul 2025 – Jan 2026Quezon City, PH (remote)
- ▸Contributed to development of microservices supporting IDP IELTS booking and identity verification services
- ▸Worked on REST API backend codebase in Python using AWS Lambda and AWS infrastructure
- ▸Developed mobile app backend for real-time identity verification at IELTS test centers, processing hundreds of verifications per day
Security Bank Corporation · Python Developer – Risk Analyst
Aug 2024 – May 2025Quezon City, PH
- ▸Migrated risk management analytics ETL from SAS to AWS using pyspark code
- ▸Set up data pipeline as AWS Glue jobs loading into Redshift
- ▸Analyzed and improved risk analysis processes
Aperture Commerce · Analytics and Backend Developer
Feb 2024 – Jul 2024Quezon City, PH (remote)
- ▸Developed analytics pipelines of e-commerce data into dashboards
- ▸Created web scraping backend leveraging large language models
- ▸Contributed to development of ETL jobs in Django backend
Okada Manila · Gaming Analyst
Mar 2023 – Feb 2024Paranaque City, PH
- ▸Developed customer headcount forecast model for table game allocation planning
- ▸Created behavior clustering model for slot games with data-driven recommendations
- ▸Produced dashboards, performance reports, and database ETL in Python
Freelancer — dav.io · Machine Learning Researcher
Dec 2019 – Feb 2020Remote
- ▸Developed regression model for predicting click-through rate based on keywords
- ▸Contributed to model deployment in AWS as REST API in Flask
Skills
Backend
FastAPIDjangoAWS Lambda & ECSPostgreSQLRedisMongoDB
Python / ML
pandasscikit-learnpytorchstatsmodelsprophetseabornlangchainhuggingface
Data Science
Time series modelingRegression modelingLarge language models
Software Engineering
Data modelingREST API designgitCI/CDDockerizationAgile development
Databases
PostgreSQLMySQLRedisMongoDBHive SQL
AWS
LambdaECSGlueRedshift
GitHub Projects
AllAboutLeanChatbot
A RAG chatbot app for asking questions about Lean, deployed in HuggingFace Spaces
Pythonimdb-case-study
regression model predicting movie revenue; movie recommender prototype
HTMLcs145facecheck
Django Web Server for a Facial Recognition Security IoT System
Pythonctr-prediction
predicting click-through rate from search keywords
Jupyter Notebook