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ELHOUSSAINE GANGOUCH

@elhoussainegangouch

Machine Learning Engineer who engineered SPECTRA, cutting memory cost 100x and inference time 10x for retrieval-augmented forecasting.

Morocco

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What I'm looking for

Research Engineer & ML Engineer actively open to my next role in Data Science or GenAI R&D. Passionate about applying applied statistics, time series & deep learning architectures, and scientific computing to solve complex, high-impact challenges

At UM6P College of Computing, I engineered SPECTRA, a Retrieval-Augmented Forecasting framework submitted to Neural Computing and Applications. Its learnable spectral extractor and sparse periodic dictionary reduced memory cost 100x and accelerated inference 10x compared with dense retrieval baselines.

I also productionized forecasting and anomaly-detection models, and optimized LLMs using low-rank compression. In my RAG PDF Assistant project, I built a document pipeline with Qdrant, FastAPI, Inngest, and LlamaIndex, including asynchronous processing and context-grounding guardrails.

Experience

Work history, roles, and key accomplishments

ML engineer / Research Engineer

UM6P College of Computing

Feb 2025 - Feb 2026 (1 year)

Architected SPECTRA, a novel Retrieval-Augmented Forecasting framework, achieving a 100x memory-cost reduction and 10x inference acceleration. Executed rigorous benchmarking across seven industrial forecasting datasets and optimized LLM performance through low-rank compression.

Retrieval Augmented Forecasting LLM Optimization SVD++Deep Learning Multivariate Forecasting Anomaly Detection KAN Isogeometric Analysis Python PyTorch NumPy Scipy Pandas SQL Apache Spark

Research Assistant — Numerical Approxima

UM6P Vanguard Center

Mar 2024 - Sep 2024 (6 months)

Developed CAD-integrated software to solve Maxwell's equations using finite element methods and de Rham complex sequences. Scaled and preconditioned large-scale linear systems to accelerate solver convergence for high-performance computing workloads.

Finite Element Method Maxwell's Equations Numerical Simulation High Performance Computing Matlab Python