Production-ready support ticket classification using Unity Catalog AI Functions, Vector Search, and RAG. Features 6-phase workflow, knowledge base integration, and Streamlit dashboard.
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Updated
Nov 20, 2025 - Python
Production-ready support ticket classification using Unity Catalog AI Functions, Vector Search, and RAG. Features 6-phase workflow, knowledge base integration, and Streamlit dashboard.
Support Ticket Classification and Key Phrases Extraction
🚀 AI-Powered Support Ticket Classifier Automatically classify customer support tickets by issue type and urgency, and extract product names, complaint keywords, and dates — with an interactive Gradio UI.
This project focuses on automatically tagging customer support tickets into relevant categories using a Large Language Model (LLM).
NLP support ticket routing and summarization — TF-IDF + Naive Bayes for speed (12ms p99, 90% F1), with an extension path for transformer-based classification. FastAPI + Streamlit.
This project achieves a robust solution where users can engage with a knowledgeable chatbot and efficiently route their concerns to the appropriate department.
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AI-powered support copilot for ticket classification and query resolution. RAG, Chroma DB, Streamlit. Atlan AI Engineer Internship.
🎫 AI-powered customer support ticket classification using TF-IDF + Logistic Regression. Features interactive web UI, FastAPI REST API, Docker deployment, and AWS-ready infrastructure.
Automated customer support pipeline using LangGraph agents for ticket classification, sentiment analysis, response drafting, and escalation decisioning
Automatic ticket classification and document QA system with Pinecone vector search, GROQ LLaMA-3, and SVM-based department prediction
Customer complaint classification using NLP, NMF topic modeling, TF-IDF, and supervised machine learning for intelligent ticket routing.
RNN-based NLP system that automatically classifies IT helpdesk support tickets into categories like hardware, software, network, and security issues. Built using TensorFlow, Python, and FastAPI to demonstrate real-world enterprise ticket routing and automation.
AI-powered ticket triage system built in n8n - Gemini classification, explicit category-to-team routing rules, and a fallback-model pattern for reliability.
AI-powered support ticket classification and routing system built with Python, FastAPI, Streamlit, and Machine Learning.
Hybrid SAP ticket routing: Rule Engine → TF-IDF → LLM fallback. Three-layer decision system with zero unnecessary API calls.
Banking Ticket Classification | Natural Language Processing | UpGrad | IIITB
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