Martin Tabikh
Machine Learning Engineer / LLMOps
Experience
Machine Learning Engineer / LLMOps
AXA Global Operations
- MLOps/LLMOps lead for the Secure GPT project, an internal conversational assistant based on generative AI that facilitates secure employee interaction with their professional documents.
- Design and implementation of preprocessing, ingestion, inference, and evaluation pipelines for language models.
- Technologies: Azure Functions, Poetry, Typescript, Python, Azure OpenAI, Bicep, Azure DevOps
AI Engineer
PwC
- Developed and deployed Generative AI applications including:
- Virtual Scrum Assistant: automated stand-up meetings and Jira task updates, improving team efficiency.
- Intelligent Payment Reminder System: automated invoice tracking via email analysis.
- Proposal Maker: extracts relevant proposals similar to the provided description from databases and automatically generates a draft proposal.
- Excel File Analysis Tool: assisted with the analysis and transformation of corporate financial reports.
- Technologies: OpenAI, LLM, Kubernetes, LangChain, Streamlit, RAG
Machine Learning Engineer
Thales Digital Factory
- Built intelligent classifiers to categorize system failures.
- Developed NLP models using sentence embeddings based on Transformers and LLMs.
- Technologies: Python, Azure, SpaCy, Docker, SentenceTransformers
Data Engineer / Machine Learning Engineer
L’Oréal
- Led NLP analysis of customer reviews from nine countries to identify improvement areas.
- Optimized the product library's search efficiency, reducing execution time by 50%.
- Built data ingestion and inference pipelines using GCP Vertex AI and BigQuery.
- Technologies: Python, dbt, Vertex AI, BigQuery, Docker
Data Engineer
Aware (Les Mousquetaires Group)
- Built distributed algorithms to clean and correct supplier and product names in a data lake.
- Created a manual correction interface using Streamlit on Azure.
- Technologies: Python, Azure, PySpark, Databricks, Streamlit, Docker
Data Engineer / Machine Learning Engineer
Pernod Ricard
- Developed weekly recommendations for sales reps in India, optimizing travel routes.
- Implemented CI/CD pipelines and built an API for product recommendations.
- Technologies: Python, Azure DevOps, Streamlit, Docker, Azure Functions
Machine Learning Engineer
Huawei
- Developed Python libraries for training and deploying Transformer-based models for tabular data.
- Applied hyperparameter optimization algorithms like Successive Halving and Bayesian Hyperopt.
- Technologies: Python, PyTorch, Pandas, Deep Learning
Mentor
OpenClassrooms
- Mentored eight students in the Data Scientist, Machine Learning Engineer, and Python Developer tracks.
Volunteer Machine Learning Engineer
Data For Good
- Located CO₂ emissions using NASA’s OCO-2 satellite data.
- Detected carbon concentration peaks using autoencoders.
- Aggregated known CO₂ emission sources from existing inventories.
- Utilized meteorological data to identify potential emission sources.
- Technologies: Python, Autoencoders, Folium, GeoPandas
5G Software Engineer & NLP Machine Learning Engineer
Nokia
- Bug analysis automation:
- Developed models to predict the optimal resolution team.
- Used unsupervised NLP models to identify similar bugs.
- 5G Level 2 features development:
- Drafted system engineering specifications.
- Increased product throughput by 8x.
- Collaborated with international teams (Finland, Poland).
- Technologies: Python, C++, NLP, AWS, Docker, Jenkins, SpaCy, XGBoost
5G Software Engineer
Orange
- Developed analytical solutions that increased 5G throughput by 20% in C++.
- Applied optimization techniques, probabilistic models, statistics, and machine learning (K-means).
- Technologies: Python, C++, Clustering, Optimization
Industries Experience
See where this freelancer has spent most of their professional time. Longer bars indicate deeper hands-on experience, while shorter ones reflect targeted or project-based work.
Experienced in Telecommunication (7.5 years), Education (5 years), Professional Services (2 years), Insurance (1 year), Food and Beverage (1 year), and Aerospace and Defense (0.5 years).
Business Areas Experience
The graph below provides a cumulative view of the freelancer's experience across multiple business areas, calculated from completed and active engagements. It highlights the areas where the freelancer has most frequently contributed to planning, execution, and delivery of business outcomes.
Experienced in Information Technology (11 years), Product Development (7.5 years), Business Intelligence (2 years), and Research and Development (1 year).
Summary
Machine Learning Engineer and Data Engineer with over 10 years of experience in software engineering, specializing in the development and deployment of scalable machine learning (ML) models and APIs. Proven track record of collaborating with global leaders like Huawei, Thales, Nokia, and PwC to deliver AI and ML solutions. Expertise in Natural Language Processing (NLP), performance optimization, and building innovative applications leveraging Generative AI.
Skills
- Programming Languages: Python, C++, Sql
- Machine Learning & Ai: Scikit-learn, Pytorch, Llms, Openai, Langchain, Pandas
- Cloud & Big Data: Aws (Ec2, S3), Gcp (Vertex Ai, Bigquery), Azure (Certified Dp-203)
- Devops & Ci/cd: Docker, Kubernetes, Terraform, Git, Azure Devops
- Data Engineering: Pyspark, Data Pipelines, Dbt, Databricks
- Agile Development: Scrum, International Collaboration
Languages
Education
Télécom ParisTech
Ph.D. & Engineering Degree · Paris, France
Université Paris-Saclay
Master’s degree, Digital Economics and Strategic Management · Digital Economics and Strategic Management · Saclay, France
Certifications & licenses
Azure Certified DP-203
Profile
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