SaifEdeen Kharouf
Amman
Overview
1
1
year of professional experience
1
1
Certification
Work History
RPA and AI Developer
Orange
2023.10 - 2024.06
- Developed full RAG chat bot with open source models from hugging face.
- Integration of guardrails to the chat bot, to enhance the safety of the prompt with nvidia nemo guardrails python library.
- Integration of milvus vector database with langchain in python to retrieve data from and storing embeddings.
- Integration of keyword search and semantic search.
- Integration of memory with the chat bot to remember past interactions.
- Prompt engineered the chat bot to get the best answers.
- Used quantization methods to run on a poor GPU.
- Data Orchestration using Apache Airflow.
- Multi-node setup with Apache airflow using celery workers and RabbitMq as a message broker.
- Used Docker to host the master node and WSL to connect the workers to the master node.
Education
Bachelor - Information Science
Hussein Technical University
Jordan06.2024
Pearson HND Computing Diploma - Information Science
Hussein Technical University
Jordan06.2024
Skills
- Retrieval augmented generation (RAG),Large language models (LLM),Prompt engineering
- NLP, vector databases and embedding models
- Python
- Pyspark
- Pre-processing
- Pandas, Sklearn
- Machine learning
- EDA
- Linux commands
- RPA development
- Process Automation
- Object-Oriented Programming
- Java
- PHP, HTML, CSS, JavaScript, MySql
- Designing databases
- Data structure and algorithms
Languages
Arabic
Native language
English
Advanced
C1
Soft skills
- Communication skills
- Self-learner
- Problem solving
- Analytical thinking
- Teamwork
- Attention to detailsand curious
- Presentation skills
Tools
- Langchain, Hugging face, Transformers, NVidia Nemo Guardrails, Milvus.
- Apache airflow.
- Docker.
- Ubuntu and red hat.
- GitHub.
- Microsoft Power BI.
- PhpMyAdmin.
- UIPath.
Certification
- introduction in docker (datacamp)
- Knowledge graphs for RAG (DeepLearning.AI)
- Certificate of Attendance (RH124-8.0) RedHat
- Diploma of Completion: RPA Developer Foundation (v2021.10)
Timeline
RPA and AI Developer
Orange
2023.10 - 2024.06
Bachelor - Information Science
Hussein Technical University
Pearson HND Computing Diploma - Information Science
Hussein Technical University