KI Agents Data Science Azure Bot Service Knowledge Graph
Aktualisiert am 26.06.2026
Profil
Freiberufler / Selbstständiger
Remote-Arbeit
Verfügbar ab: 30.06.2026
Verfügbar zu: 100%
davon vor Ort: 100%
Chatbot
Azure
Python
Chinese
Native
German
Full Professional Proficiency
English
Full Professional Proficiency

Einsatzorte

Einsatzorte

Wien (+50km)
Österreich
möglich

Projekte

Projekte

1 Jahr 9 Monate
2024-10 - heute

Industrial Documents Chatbot

AI Consultant
AI Consultant
Developed enterprise AI assistants and agentic workflows for querying industrial documentation, including flowcharts, engineering diagrams, tables, and technical specifications.
  • Built both a low-code prototype using Microsoft Copilot Studio and a productiongrade solution using Azure Bot Service.
  • Developed document processing and retrieval pipelines for complex PDF-based documents, transforming textual, tabular, and visual content into searchable knowledge sources.
  • Implemented content classification and specialized processing workflows for text, tables, flowcharts, and diagrams to improve retrieval quality and answer accuracy.
  • Designed a Databricks-based document onboarding and testing pipeline, enabling business users to independently upload, validate, and manage documents.
  • Improved chatbot accuracy through query understanding, metadata-based retrieval, and clarification-driven question refinement.
  • Implemented intent routing and small-talk handling workflows to improve user experience while reducing hallucinations. Integrated the solution into Microsoft Teams to provide natural language access to operational procedures and technical documentation.
5 Jahre 4 Monate
2019-07 - 2024-10

Regulatory & Compliance Knowledge Assistant

Senior Data Scientist
Senior Data Scientist
Developed a document intelligence solution for enterprise compliance and regulatory documentation.
  • Built XML processing and data extraction pipelines to transform PDF-derived documents into structured knowledge sources.
  • Developed embedding-based retrieval and knowledge graph generation workflows for document search and question answering.
  • Automated the generation of training datasets for LLM fine-tuning and evaluation.
  • Developed graph-based retrieval workflows to connect related documents, sections, and concepts across enterprise knowledge sources.
  • Built an interactive chatbot using Streamlit, RAG, and Neo4j knowledge graphs to enable natural language access to internal documentation.


Automated Document Redaction

  • Developed AI-assisted document anonymization and knowledge extraction workflows for sensitive business documents.
    • Implemented human-in-the-loop feedback mechanisms to continuously improve entity detection quality.
    • Developed semantic matching workflows to identify and generalize similar sensitive information beyond keyword-based approaches.
    • Built automated XML-based replacement pipelines for Office document anonymization.
    • Orchestrated microservices to automate document processing and redaction workflows.


Ominous Bank Behaviour Detection

  • Developed machine learning solutions for suspicious behaviour detection and complaint handling processes.
    • Implemented automated data labeling and NLP preprocessing workflows.
    • Developed data balancing and augmentation pipelines for imbalanced datasets.
    • Built forecasting and machine learning pipelines on Databricks.
    • Evaluated, visualized, and presented results to business stakeholders.


NLP Training & Internal Enablement

  • Delivered NLP training sessions within PwC Data Science Academy.
  • Communicated AI and NLP concepts to technical and non-technical audiences.
  • Developed educational materials and practical examples for internal capability building.

PwC Austria

Aus- und Weiterbildung

Aus- und Weiterbildung

5 Jahre 10 Monate
2014-10 - 2020-07

Mathematics

BSc, University of Vienna
BSc
University of Vienna

Kompetenzen

Kompetenzen

Top-Skills

Chatbot Azure Python

Produkte / Standards / Erfahrungen / Methoden

Profile

AI Consultant with 7+ years of experience delivering enterprise AI, machine learning, and automation solutions in consulting benvironments. Built document intelligence and AI assistant systems to improve knowledge access and automate business processes. Experienced in translating business requirements into scalable solutions, designing retrieval and document processing workflows, and delivering projects from proof of concept to production. Strong communicator with a track record of presenting technical concepts to clients and guiding AI adoption across organizations.


Core Skills

  • Python 
  • Azure 
  • Azure Copilot Studio 
  • Azure Bot Service
  • Databricks 
  • Docker 
  • Streamlit
  • LangChain 
  • Neo4j 
  • LLMs 
  • RAG 
  • Knowledge Graphs
  • REST APIs 
  • JSON/XML 
  • Power Automate

Programmiersprachen

Python
Experte

Einsatzorte

Einsatzorte

Wien (+50km)
Österreich
möglich

Projekte

Projekte

1 Jahr 9 Monate
2024-10 - heute

Industrial Documents Chatbot

AI Consultant
AI Consultant
Developed enterprise AI assistants and agentic workflows for querying industrial documentation, including flowcharts, engineering diagrams, tables, and technical specifications.
  • Built both a low-code prototype using Microsoft Copilot Studio and a productiongrade solution using Azure Bot Service.
  • Developed document processing and retrieval pipelines for complex PDF-based documents, transforming textual, tabular, and visual content into searchable knowledge sources.
  • Implemented content classification and specialized processing workflows for text, tables, flowcharts, and diagrams to improve retrieval quality and answer accuracy.
  • Designed a Databricks-based document onboarding and testing pipeline, enabling business users to independently upload, validate, and manage documents.
  • Improved chatbot accuracy through query understanding, metadata-based retrieval, and clarification-driven question refinement.
  • Implemented intent routing and small-talk handling workflows to improve user experience while reducing hallucinations. Integrated the solution into Microsoft Teams to provide natural language access to operational procedures and technical documentation.
5 Jahre 4 Monate
2019-07 - 2024-10

Regulatory & Compliance Knowledge Assistant

Senior Data Scientist
Senior Data Scientist
Developed a document intelligence solution for enterprise compliance and regulatory documentation.
  • Built XML processing and data extraction pipelines to transform PDF-derived documents into structured knowledge sources.
  • Developed embedding-based retrieval and knowledge graph generation workflows for document search and question answering.
  • Automated the generation of training datasets for LLM fine-tuning and evaluation.
  • Developed graph-based retrieval workflows to connect related documents, sections, and concepts across enterprise knowledge sources.
  • Built an interactive chatbot using Streamlit, RAG, and Neo4j knowledge graphs to enable natural language access to internal documentation.


Automated Document Redaction

  • Developed AI-assisted document anonymization and knowledge extraction workflows for sensitive business documents.
    • Implemented human-in-the-loop feedback mechanisms to continuously improve entity detection quality.
    • Developed semantic matching workflows to identify and generalize similar sensitive information beyond keyword-based approaches.
    • Built automated XML-based replacement pipelines for Office document anonymization.
    • Orchestrated microservices to automate document processing and redaction workflows.


Ominous Bank Behaviour Detection

  • Developed machine learning solutions for suspicious behaviour detection and complaint handling processes.
    • Implemented automated data labeling and NLP preprocessing workflows.
    • Developed data balancing and augmentation pipelines for imbalanced datasets.
    • Built forecasting and machine learning pipelines on Databricks.
    • Evaluated, visualized, and presented results to business stakeholders.


NLP Training & Internal Enablement

  • Delivered NLP training sessions within PwC Data Science Academy.
  • Communicated AI and NLP concepts to technical and non-technical audiences.
  • Developed educational materials and practical examples for internal capability building.

PwC Austria

Aus- und Weiterbildung

Aus- und Weiterbildung

5 Jahre 10 Monate
2014-10 - 2020-07

Mathematics

BSc, University of Vienna
BSc
University of Vienna

Kompetenzen

Kompetenzen

Top-Skills

Chatbot Azure Python

Produkte / Standards / Erfahrungen / Methoden

Profile

AI Consultant with 7+ years of experience delivering enterprise AI, machine learning, and automation solutions in consulting benvironments. Built document intelligence and AI assistant systems to improve knowledge access and automate business processes. Experienced in translating business requirements into scalable solutions, designing retrieval and document processing workflows, and delivering projects from proof of concept to production. Strong communicator with a track record of presenting technical concepts to clients and guiding AI adoption across organizations.


Core Skills

  • Python 
  • Azure 
  • Azure Copilot Studio 
  • Azure Bot Service
  • Databricks 
  • Docker 
  • Streamlit
  • LangChain 
  • Neo4j 
  • LLMs 
  • RAG 
  • Knowledge Graphs
  • REST APIs 
  • JSON/XML 
  • Power Automate

Programmiersprachen

Python
Experte

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