> _

In [1]: portfolio.get_projects()

Out[1]: Found 16 projects across repositories. Filtered by active workspace.

WORKSPACE EXPLORER
palmyz000 / repositories
Machine Learning
Deep Learning
AI Agents & RAG
Terminal status: Online
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Active Filter: ALL REPOS
Regression Length_of_Stay_Regression.py

Length of Stay Regression

Predict patient hospital length of stay to optimize medical staffing, bed availability, and hospital resource management.

Regression Scikit-Learn Feature Engineering
Git Repo
Regression New_York_City_Taxi_Trip_Duration_Regression.py

NYC Taxi Trip Duration Regression

Predict New York City taxi trip durations using coordinates, weather, and traffic data to optimize taxi routing and dispatch.

Regression XGBoost Geospatial Data
Git Repo
Regression Retail_Store_Inventory_Forecasting_Regression.py

Retail Store Inventory Forecasting

Forecast retail store inventory requirements to prevent out-of-stock situations and minimize overhead storage costs.

Regression Random Forest Inventory Optimization
Git Repo
Regression car_price_predict_app.py

Car Price Prediction App

Interactive Streamlit web application to estimate second-hand car resale values instantly based on vehicle characteristics.

Regression LightGBM Streamlit Web App
Git Repo
Classification Credit_Card_Fraud_Detection.py

Credit Card Fraud Detection

Machine learning fraud detection system dealing with extreme class imbalance using SMOTE and ensemble models.

Classification SMOTE Random Forest Fraud Detection
Git Repo
Classification Customer_Churn_Classification.py

Customer Churn Classification

Predict customer churn probability and identify key risk factors to drive proactive subscriber retention strategies.

Classification XGBoost Customer Analytics
Git Repo
Classification KNN_Digit_Prediction.py

KNN Digit Prediction

Handwritten digit recognition model built and evaluated using the K-Nearest Neighbors (KNN) algorithm.

Classification KNN Computer Vision Basics
Git Repo
Classification Online_Hoppers_Intention_Classification.py

Online Shoppers Purchase Intention

Classify online shopper purchase intention using real-time browsing behavior, session metadata, and page metrics.

Classification E-Commerce User Behavior
Git Repo
Classification customer_churn_project.py

Customer Churn Analytics

In-depth customer churn analytics and predictive classification using logistic regression and robust exploratory analysis.

Classification Logistic Regression EDA
Git Repo
Classification telco_churn_app.py

Telco Churn Prediction App

Interactive Gradio application to predict telecom subscriber churn and explore model feature importances dynamically.

Classification Gradio XGBoost Web App
Git Repo
Clustering ALL_Beauty_Reccomendation_with_KNNwithMean.py

Beauty Recommendation (KNN with Mean)

Collaborative filtering recommendation system built with Surprise KNNWithMean to suggest tailored beauty products.

Clustering Recommendation Collaborative Filtering
Git Repo
Clustering Recommendation_KMean.py

Customer Segmentation using KMeans

Retail customer segmentation and profiling using K-Means clustering and the Elbow Method for targeted marketing.

Clustering K-Means Market Segmentation
Git Repo
Time Series Retail-Store-Demand-Forecasting-LightGBM.py

Retail Store Demand Forecasting (LightGBM)

High-performance time-series demand forecasting using LightGBM and robust rolling-window feature engineering.

Time Series LightGBM Demand Forecasting Machine Learning
Git Repo
Computer Vision Brain_Tumor_Classification.py

Brain Tumor Classification

Medical image classification of brain tumors from MRI scans using PyTorch CNN and transfer learning for diagnosis support.

Deep Learning PyTorch CNN Medical Imaging
Git Repo
Computer Vision Skin_Diseases_Classification.py

Skin Diseases Classification

Deep learning classification model using TensorFlow ResNet to assist in pre-screening dermatological conditions from images.

Deep Learning TensorFlow ResNet Computer Vision
Git Repo
Natural Language Processing NLP_Disaster_Tweets.py

NLP Disaster Tweets Classification

Fine-tune a BERT transformer model to classify whether real-time Twitter social media feeds report actual disaster events.

Deep Learning Transformers BERT NLP
Git Repo
Frameworks & Orchestration crewai.py

Multi-Agent Orchestration with CrewAI

Orchestrate collaborative multi-agent systems using CrewAI, assigning tailored personas to solve complex tasks.

AI Agents CrewAI Multi-Agent Systems
Git Repo
Frameworks & Orchestration langchain.py

Advanced RAG Pipeline with LangChain

Build production-grade Retrieval-Augmented Generation (RAG) pipelines using LangChain, VectorDB, and LLMs.

RAG LangChain VectorDB Embeddings
Git Repo
Frameworks & Orchestration langgraph.py

Stateful Agent Workflows with LangGraph

Develop robust cyclic stateful agentic workflows using LangGraph to enable complex reasoning loops.

AI Agents LangGraph Stateful Workflows
Git Repo