PEDRO PESTANA

AI Applied to Business

Scroll
01

About

Business Administration student at FGV-EAESP focused on practical applications of Artificial Intelligence and Machine Learning.

Goal: building real solutions for businesses using ML and Deep Learning, with a business-first perspective.

0+

AI/ML Certifications

0

Personal Shipped Projects

0%

Time Reduction at CSN

02

Experience

Ágora Investimentos

Digital Products Intern

Multi-agent systems, RAG pipelines, fine-tuning, suitability models for fixed income classification

Ago/2025 → Present

CSN

Energy Planning Intern

Backoffice process automation, API integrations, AI agent structuring, OCR and VBA — 80% time reduction

Fev/2025 → Ago/2025

Liga de Logística FGV

Head of Human Resources

Led 25+ members, restructured selection processes and performance KPIs

Jul/2023 → Jul/2024
03

Projects

PortfolioAI

AI-powered quantitative portfolio optimization using modern ML techniques

PortfolioAI

AI-powered quantitative portfolio optimization using modern ML techniques

AI/MLQuant
http://163.176.169.232/
Smart AI Plant Controller

Smart garden automation with Raspberry Pi, Protocol 32 control and custom electrical integration

Smart AI Plant Controller

Smart garden automation with Raspberry Pi, Protocol 32 control and custom electrical integration

Hardware/IoT
https://detector-ia-landing.vercel.app
Detector IA/ML/DL

Ensemble of 9 deep learning models (ViT, CLIP, SigLIP, EfficientNet) with forensic analysis — GPU accelerated

Detector IA/ML/DL

Ensemble of 9 deep learning models (ViT, CLIP, SigLIP, EfficientNet) with forensic analysis — GPU accelerated

AI/ML
https://landing-sage-iota-51.vercel.app
Projeto Solvi

AI-powered FRE compliance analysis platform — automated evaluation of 156 CVM normative items

Projeto Solvi

AI-powered FRE compliance analysis platform — automated evaluation of 156 CVM normative items

AI/MLBusiness
http://137.131.253.56/
PetShop Scheduler (8Patas)

Full-stack scheduling platform for pet shop management

PetShop Scheduler (8Patas)

Full-stack scheduling platform for pet shop management

Business
https://frontend-sepia-six-41.vercel.app/
LLM Explorer

Interactive transformer architecture demonstration and LLM exploration tool

LLM Explorer

Interactive transformer architecture demonstration and LLM exploration tool

AI/ML
04

Tech Stack

Generative AI & NLP

OpenAI APIRAGFine-tuningMulti-Agent SystemsLangChainEmbeddingsVector StoresLocal SLM

Deep Learning & CV

PyTorchHuggingFace TransformersOpenCVViTSigLIPEfficientNetGradCAMModel Quantization

Data Science & Quant

PythonPandasNumPySciPyScikit-learnXGBoostLSTMOptunaTime SeriesPurged K-Fold CV

Data Engineering

SQLSQLAlchemyOracleWeb ScrapingPlaywrightMLflowSageMakerAzure ML

Backend

FastAPIPostgreSQLSQLiteDockerNginxGit

Frontend

ReactTypeScriptNext.jsTailwind CSSViteThree.jsFramer Motion

Hardware

ESP32C++Raspberry PiProtocol 32MQTTSensors

Business

ValuationFinancial ModelingFeasibility AnalysisAgile PM
06

Business Cases

TC & Pinheiro Neto
Finance2025

Complete medical startup valuation using DCF, WACC and CAPEX projection, with legal deal structuring in partnership with Pinheiro Neto Advogados — one of Brazil's top law firms

P&G
Strategy2024

Quantitative market share analysis and strategic repositioning of the Vick VapoRub brand based on consumer behavior data and competitive landscape

SECOVI
Real Estate2024

Complete financial and commercial feasibility study for real estate development, including NPV, IRR and payback analysis

TDS-FGV
Technology2024

AI immersion program: hands-on projects in computer vision, robotics and autonomous driving developed in Python

07

Credentials

Education

FGV-EAESP

Business Administration

Brazil's #1 Business School

2023 → 2026

Technical Certifications

Machine Learning Professional CertificateIBM
Introduction to Machine Learning SpecializationIBM
Machine Learning CapstoneIBM
Deep Learning & Reinforcement LearningIBM
Supervised ML: ClassificationIBM
Supervised ML: RegressionIBM
Unsupervised Machine LearningIBM
Exploratory Data Analysis for MLIBM
MLOps Tools: MLflow & Hugging FaceDuke
MLOps Platforms: SageMaker & Azure MLDuke
AI for Knowledge WorkersUC Davis

ANBIMA Certifications

Gestão de CarteirasRiscos FinanceirosFIDCÍndices de Renda Fixa

Let's
talk.

© 2026 Pedro Pestana