
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)
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.
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Experience (5 roles)
Master Thesis (Data Science)
Cardo Systems, Ltd · Full-time
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...
Data Analyst
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, ...
Research (AI and Machine Learning) Internship
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)
Master Thesis: A Lightweight Noise-Robust ASR-Commands Model for Battery-Powered Devices.
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)
Certifications (2)▼
Building a RAG Solution from Scratch
Learning REST APIs
Languages (2)▼
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.
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