Meghdad Farahmand
Verified Expert in Engineering
Data Science Developer
Berlin, Germany
Toptal member since June 6, 2019
Meghdad has more than 15 years of experience in AI, including developing cutting-edge NLP models for international clients such as Siemens, Unilever, and Allianz. He has a strong theoretical background that includes a bachelor's in computer engineering, a master's in computer science with a specialization in AI, and a Ph.D. in computer science with a specialization in NLP.
Portfolio
Experience
- Data Science - 10 years
- Artificial Intelligence (AI) - 10 years
- Python - 7 years
- Statistical Modeling - 6 years
- Deep Learning - 6 years
- Cloud Computing - 4 years
- Reinforcement Learning - 3 years
- Docker - 3 years
Availability
Preferred Environment
PyCharm, IntelliJ IDEA, Visual Studio Code (VS Code), Linux, MacOS
The most amazing...
...accomplishment was being an architect and lead developer of an ML pipeline of a software support tool that allowed ML model deployment at scale.
Work Experience
Senior Data Science Consultant
Atreus GmbH
- Created ML/NLP features to support business consulting use cases.
- Developed ML/NLP features to support business marketing and sales use cases.
- Developed LLM-based POCs for the future of the business.
Senior Data Science Consultant
Schultz Family Foundation
- Developed a conversational AI (before ChatGPT and in 2021) that answers entrepreneurial questions by consulting high-quality materials such as well-known books and articles.
- Developed various ML and NLP applications such as text classifiers, personality classifiers, time-series predictors, and business failure analysis systems.
- Developed an analytical and predictive dashboard on top of emails, social media, reviews, and notes to help entrepreneurs with their business journey.
ML Lead
Archipelo Inc.
- Led the ML and NLP development efforts in building an intelligent code discovery platform for software developers.
- Guided the development of an ETL pipeline that deals with large datasets.
- Participated and enjoyed collaborating on the most detailed development components, as a hands-on and participating team lead.
NLP Lead — Senior ML Engineer
Merantix
- Consulted clients as well as internal stakeholders about NLP projects.
- Developed some components and modules within the MLOps infrastructure.
- Created a roadmap for developing NLP software components, packages, and pipelines concerning market signals.
- Developed a label analysis package to evaluate the quality of the labels in labeled data.
Senior Data Scientist
omni:us
- Developed and deployed a highly scalable and customizable document classification pipeline for multilabel and multiclass classification based on deep neural networks.
- Studied and integrated transfer learning anomaly detection and multitask learning in order to improve the performance of the deployed classification and existing named entity recognition (NER) micro-services.
- Carried out statistical, distributional, and syntactic analysis of textual data to improve downstream models' performance.
- Co-advised M.Sc theses on NER and active learning.
- Developed a text-to-text mapping service based on a siamese neural network.
Data Scientist
Market Logic Software
- Developed and deployed deep learning-based NLU and NLG services for a chatbot and a reinforcement learning-based dialogue manager for some consumer goods and technology world leaders.
- Developed and deployed a text classification pipeline with active learning.
- Developed a data analytics prototype for extracting trends and hidden marketing insights from market research documents.
- Researched question answering, NLG, and abstractive summarization and studied the feasibility and performance of cutting-edge models in production.
- Researched and studied the feasibility of different methods for leveraging huge incoming client inputs to train the existing models in real time.
NLP Engineer
UNDL Foundation
- Researched and developed statistical models for extraction and alignment of idiomatic expressions across nine European languages.
- Employed high-performance computing to handle big data.
- Carried out research and published scientific articles.
Experience
Wordview
https://github.com/meghdadFar/wordviewBourbon
https://github.com/meghdadFar/bourbonEducation
PhD Degree in Computer Science
University of Geneva - Geneva, Switerland
Master's Degree in Computer Science
University of Lugano - Lugano, Switzerland
Skills
Libraries/APIs
Scikit-learn, PyTorch, Natural Language Toolkit (NLTK), NumPy, Pandas, TensorFlow, SpaCy
Tools
Named-entity Recognition (NER), GitHub, Shell, MATLAB, MongoDB Shell, AWS CLI, Seaborn, PyCharm, IntelliJ IDEA, Jenkins, ABBYY
Languages
Python, Java, C++, Python 3, SQL
Platforms
Amazon Web Services (AWS), Linux, MacOS, Amazon EC2, Docker, Google Cloud Platform (GCP), OS X, Visual Studio Code (VS Code), Azure
Paradigms
ETL, Test-driven Development (TDD)
Storage
MongoDB, Amazon S3 (AWS S3), Data Lakes, Google Cloud, NoSQL, PostgreSQL, Graph Databases
Other
Deep Learning, Multivariate Statistical Modeling, Distributional Semantics, Natural Language Understanding (NLU), Natural Language Processing (NLP), Semantic Composition, Word2Vec, Machine Learning, Artificial Intelligence (AI), Data Science, Statistics, Statistical Modeling, Data Visualization, Data Analysis, Analytics, Generative Pre-trained Transformers (GPT), Large Language Models (LLMs), Generative Artificial Intelligence (GenAI), Language Models, Semantic Search, Retrieval-augmented Generation (RAG), Reinforcement Learning, Regression, Clustering, Mixture Models, Software Architecture, OOP Designs, Cloud Computing, Software Engineering, Predictive Analytics, Planning, Clustering Algorithms, Solution Architecture, Open-source LLMs, Minimum Viable Product (MVP), OpenAI, Open Source, Optical Character Recognition (OCR), Machine Learning Operations (MLOps), Cryptocurrency APIs, Project Leadership, Leadership, Strategy
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