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nancy bou kamel

Data Scientist | Python | Java | AWS | MLOps | RAG | LLMs (ex ABB) | AI Master Thesis (ex Cardo Systems) | Cloud Developer (ex Zero and One)

Germany
500+ connections
nancy bou kamel on LinkedIn

Updated 6 months ago

6+

Years Experience

5

Roles

43

Skills

2

Education

About

As a Data Scientist and Cloud Developer with over 3 years of experience, I build and deploy innovative, end-to-end solutions. My expertise lies at the intersection of complex data science, scalable cloud infrastructure, and robust software development. I am skilled in transforming intricate data challenges into tangible business value through effective model deployment and optimization. My journey began in cloud engineering, where I architected and deployed secure, real-time data processing workflows on AWS, cutting deployment times by 50% and boosting data handling efficiency by 40%. This foundation in building reliable systems seamlessly transitioned into deep diving into data science. As a Machine Learning Engineer, I've developed and deployed advanced deep learning models (Transformers, LSTMs) to forecast energy consumption with <2% MAPE, engineered noise-robust ASR command models achieving 95% accuracy on embedded devices, and significantly enhanced prediction accuracy through sophisticated optimization techniques. My work often involves large-scale data manipulation (10M+ rows), advanced NLP, and fine-tuning models like Whisper for superior performance. I'm adept with Python and Java, PyTorch, TensorFlow, Docker, Kubernetes, and CI/CD, always striving to deliver solutions that are not just effective but also scalable, efficient, and robust. My passion lies in transforming intricate data into actionable insights and tangible products, always focusing on driving measurable business impact. I'm eager to connect with opportunities where I can leverage my full spectrum of skills to solve challenging problems and contribute to cutting-edge advancements in AI, cloud, and software development.

Experience (5 roles)

Cardo Systems, Ltd · Full-time

Master Thesis (Data Science)

Cardo Systems, Ltd · Full-time

Mar 2025 - Sep 2025 · 7 mos·Straubing, Bavaria, Germany · On-site

Master Thesis: A Lightweight Noise-Robust ASR-Commands Model for Battery-Powered Devices. Developed and deployed a highly efficient, noise-robust ASR command model for resource-constrained, battery-powered devices, significantly advancing performance and energy efficiency. 1) Engineered and deploy...

QASS GmbH · Work Study

Data Analyst

QASS GmbH · Work Study

Sep 2024 - Jan 2025 · 5 mos·Wetter, Hesse, Germany · On-site

1) Managed end-to-end data processing, including cleaning, alignment, and clustering, effectively identifying and mitigating over 90% of critical data anomalies using spectral FFT analysis. 2) Acquired and processed acoustic and laser data from Optimiser 4 systems via Linux secure shell protocols, ...

ABB · Full-time

Research (AI and Machine Learning) Internship

ABB · Full-time

Nov 2023 - Apr 2024 · 6 mos·Bad Honnef am Rhein, North Rhine-Westphalia, Germany · Hybrid

1) Pioneered the development and deployment of advanced PyTorch-based Transformer and LSTM models, generating long-term energy consumption forecasts for over 200 transformers with an impressive <2% MAPE. 2) Significantly boosted the predictive accuracy of deep learning models by 80%, concurrently r...

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Education (2)

Berlin University of Applied Sciences Berlin (BHT)

Berlin University of Applied Sciences Berlin (BHT)

Master Thesis: A Lightweight Noise-Robust ASR-Commands Model for Battery-Powered Devices.

TU Dortmund University

TU Dortmund University

Grade: 2.7 1) Advanced Statistical Learning 2) Data Science in Practice (Julia/ Python ) 3) Statistical Learning for Big Data 4) Survival Analysis 5) Introduction to Artificial Intelligence 6) Multivariate data analysis using R 7) Big Data: Management and Analytics 8) Winter School Linguist Data Science: NN in Python 9) Cast Studies 10) Deep Learning 11) Generalized Linear Model 12) Statistics in Toxicology I (Modelling) 13) Statistics in Genetics (Bioinformatics) 14) Linear models 15) Inference 16) Seminar - Dynamic topic modelling

Skills (43)

Speech EnhancementSignal ProcessingSoftware DevelopmentHugging Face ProductsVersion ControlModel-View-Presenter (MVP)Cascading Style Sheets (CSS)GitDeep LearningLong Short-term Memory (LSTM)Vector DatabasesHTML5CSS3LangChainAutoencodersTime Series AnalysisAnomaly DetectionVariational AutoencodersAnomaly ResolutionMySQLTransformersOptunaPandasPHPjQueryHTML5CSS3JavaScriptLinuxPythonMySQLXGBoostscikit-learnPythonLinearCloudAWSTransformersPythonJavaTensorFlowDockerKubernetes
Certifications (2)

Building a RAG Solution from Scratch

LinkedIn

Learning REST APIs

LinkedIn

Languages (2)
Arabic(Native or bilingual proficiency)English(Full professional proficiency)
Honors & Awards (1)

Facebook Women Virtual Hackathon

Issued by win 1st place in the hackathon · Jul 2021

I participated in a team for a women's hackathon at Facebook Company. We won the 1st place in the hackathon. The competition included: - Product thinking: We brainstormed and developed innovative product ideas to address specific challenges or needs. - Quiz (Math, logic, finding bugs): We tackled various quizzes covering mathematical problems, logical reasoning, and bug identification within code snippets. - Coding challenge: We worked on coding challenges that involved solving problems or implementing features within a given time frame.

Frequently Asked Questions

Where did nancy bou kamel study?
nancy bou kamel studied Master's degree, Data science at Berlin University of Applied Sciences Berlin (BHT). They have 2 education entries on their profile.
What skills does nancy bou kamel have?
nancy bou kamel's top skills include Speech Enhancement, Signal Processing, Software Development, Hugging Face Products, Version Control. They have 43 skills listed on their profile.
Where is nancy bou kamel based?
nancy bou kamel is based in Germany.

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