IA
Ivan APEDO

Projects

A collection of my work spanning AI, Machine learning and computer vision.

PayPal Fraud Detection

PayPal Fraud Detection

P
Python
FastAPI
Jupyter Notebook
Random Forest
Gradient Boosting
Logistic Regression
Numpy
+4 more

A real-time machine learning system for detecting fraudulent transactions. MLOps solution with FastAPI, feature engineering, and action recommendations.

Google Flights Airfare Forecast

Google Flights Airfare Forecast

G
Python
FastAPI
Jupyter Notebook
Xgboost
Numpy
Pandas
Matplotlib
+2 more

A comprehensive MLOps system for predicting airline prices with AI-powered scenario planning and booking optimization. This project implements a complete real-time machine learning pipeline with feature engineering, model training and inference.

Breast Cancer Prediction

Breast Cancer Prediction

Jupyter Notebook
Numpy
Tensorflow
Matplotlib
CNN
Vision Transformer
Keras
+6 more

Built CNN models and VIT model to predict breast cancer for a patient

Google Flights Airfare Forecast

Google Flights Airfare Forecast

G
Jupyter Notebook
Numpy
Pandas
Matplotlib
Seaborn
Sklearn
Xgboost

Built an ML model that forecasts the price of a flight based on its booking date based on historical booking data that includes departure date, booking date, airline, destination.

Vehicle-Feature-Tracking-And-Analysis

Vehicle-Feature-Tracking-And-Analysis

Python
OpenCV
YOLO
Optical-Flow
Feature-Tracking
Lucas-Kanade

Vehicle feature tracking and speed estimation using optical flow algorithm with YOLO object detection from video footage

Human Detection with Gender Classification

Human Detection with Gender Classification

Python
OpenCV
Numpy
Ultralytics
DeepFace

A computer vision solution that aims to detect persons in video feed, then their faces and finally perform gender classification.

Social Distancing Monitoring

Social Distancing Monitoring

Python
Numpy
OpenCV
Torch
Ultralytics

Implement a computer vision solution that aims to monitor social distancing between people, identify high-risk areas and non-compliance.

Guardian AI

Flutter
Dart
Firebase
Gemini AI

AI Cybersecurity Companion and scam/fraud prevention mobile app built for the Google Gemini Competition.

Functional-DataProcessing-Pipeline

Functional-DataProcessing-Pipeline

Python
JSON
CSV
Data
Pipeline
Excel
Pandas

A functional data processing pipeline that accepts an input file, allows specifying both input and output formats, applies specified transformations, and produces a resulting output file.

Image Toolbox

Next.js
TypeScript
Tailwind CSS
OpenCV
TensorFlow
Flask
Ultralytics

A web app that offers a variety of image processing features, including object detection, resizing, filtering, text extraction, compression, comparison, and pose detection.