Machine Learning/ Natural Language Processing
Aktualisiert am 05.04.2024
Profil
Freiberufler / Selbstständiger
Verfügbar ab: 05.04.2024
Verfügbar zu: 50%
davon vor Ort: 100%
KI
Machine Learning
NLP
Software-Entwicklung
Python

Einsatzorte

Einsatzorte

Deutschland, Schweiz, Österreich
nicht möglich

Projekte

Projekte

2 Jahre 9 Monate
2021-08 - heute

Independent Consulting

Independent Consultant - NLP & ML
Independent Consultant - NLP & ML
9 Monate
2020-10 - 2021-06

Product development

Led NLP product development
Led NLP product development

In particular, designed the architecture and led the development of NLP pipelines for clients such as (on request)

Merantix Labs, Berlin (Germany)
1 Jahr 9 Monate
2018-10 - 2020-06

Data Science

Senior Data Scientist
Senior Data Scientist

Developing and deploying deep learning-based Text Classification and Named Entity Recognition (NER) micro-services for clients such as Siemens and HDI. Co-advising an MSc thesis on Active Learning. Carrying out statistical, distributional and syntactic analysis of textual data for improving the performance of downstream models. Integrated Transfer Learning in Text Classification services. Developed a text-to-text mapping service for textual descriptions, based on a Siamese network. Prototyped Anomaly Detection for Text Classification. Co-advised a MSc thesis about 2D NER.

omni:us, Berlin (Germany)
1 Jahr 8 Monate
2017-02 - 2018-09

NLU and NLG services

Data Scientist
Data Scientist

Developed and deployed deep learning-based NLU and NLG services for a chatbot as well as a Reinforcement Learning based Dialogue Manager. Developed a Sentence Classification pipeline with online learning. Researched Question Answering, NLG, and Abstractive Summarization and studied the feasibility and performance of cutting-edge methods in production. Studied the feasibility of different methods for leveraging incoming client inputs to train the existing models in real time.

Market Logic Software, Berlin (Germany)
1 Jahr 4 Monate
2011-06 - 2012-09

Researched and developed statistical models

NLP Engineer
NLP Engineer

Researched and developed statistical models for extraction and alignment of Idiomatic Expressions across nine European languages

UNDL Foundation, Geneva (Switzerland)
10 Monate
2007-09 - 2008-06

Developed machine learning models

Machine Vision Engineer
Machine Vision Engineer

Developed machine learning models for making crucial predictions that helped control the traffic by processing traffic camera feeds

Mashhad Traffic Center, Mashhad (Iran)
10 Monate
2006-09 - 2007-06

Temperature and humidity sensor data

Programmer (C++)
Programmer (C++)

Developed programs to read and process temperature and humidity sensor data. Implemented common image transforms

Pooyeshnegar Inc., Mashhad (Iran)

Aus- und Weiterbildung

Aus- und Weiterbildung

4 Jahre 7 Monate
2012-09 - 2017-03

PhD in Computer Science

University of Geneva (Switzerland)
University of Geneva (Switzerland)
2 Jahre 1 Monat
2008-09 - 2010-09

MSc - Computer Science

University of Lugano (Switzerland)
University of Lugano (Switzerland)

Specialization in Intelligent Systems (offered jointly by the University of Lugano and IDSIA)

5 Jahre 1 Monat
2002-09 - 2007-09

Study - Computer Engineering

Bachelor of Science, Mashhad (Iran)
Bachelor of Science
Mashhad (Iran)

Kompetenzen

Kompetenzen

Top-Skills

KI Machine Learning NLP Software-Entwicklung Python

Produkte / Standards / Erfahrungen / Methoden

  • Deep Learning

    • Deep NNs (CNNs, RNNs, Auto-encoders, Siamese, GAN)

    • deep reinforcement learning

  • Statistics

    • multivariate distributions

    • mixture models

    • bayesian inference

    • frequentist statistics

    • statistical tests

  • Machine Learning

    • regression

    • classification

    • clustering

    • anomaly detection

    • evaluation methods

    • online learning

    • reinforcement learning

  • Natural Language Processing

    • semantic composition

    • distributional semantics

    • multiword expressions

    • natural language generation

    • dialogue systems

    • sentiment analysis

    • named entity recognition

    • text classification

  • Deep Learning, Machine Learning, NLP and Statistical Tools

    • TensorFlow

    • PyTorch

    • Keras

    • DL4J

    • NumPy

    • SciPy

    • scikit-learn

    • Pandas

    • Matplotlib

    • seaborn

    • NLTK

    • Spacy

    • Gensim

    • OpenNLP

  • Cloud Computing

    • Google Cloud

    • AWS

    • Kubernetes

    • Kafka

  • General

    • Unix shell scripting and tools

    • Git

    • Docker

    • Jenkins

Programmiersprachen

Python
Java
C++

Datenbanken

MongoDB
SQL

Einsatzorte

Einsatzorte

Deutschland, Schweiz, Österreich
nicht möglich

Projekte

Projekte

2 Jahre 9 Monate
2021-08 - heute

Independent Consulting

Independent Consultant - NLP & ML
Independent Consultant - NLP & ML
9 Monate
2020-10 - 2021-06

Product development

Led NLP product development
Led NLP product development

In particular, designed the architecture and led the development of NLP pipelines for clients such as (on request)

Merantix Labs, Berlin (Germany)
1 Jahr 9 Monate
2018-10 - 2020-06

Data Science

Senior Data Scientist
Senior Data Scientist

Developing and deploying deep learning-based Text Classification and Named Entity Recognition (NER) micro-services for clients such as Siemens and HDI. Co-advising an MSc thesis on Active Learning. Carrying out statistical, distributional and syntactic analysis of textual data for improving the performance of downstream models. Integrated Transfer Learning in Text Classification services. Developed a text-to-text mapping service for textual descriptions, based on a Siamese network. Prototyped Anomaly Detection for Text Classification. Co-advised a MSc thesis about 2D NER.

omni:us, Berlin (Germany)
1 Jahr 8 Monate
2017-02 - 2018-09

NLU and NLG services

Data Scientist
Data Scientist

Developed and deployed deep learning-based NLU and NLG services for a chatbot as well as a Reinforcement Learning based Dialogue Manager. Developed a Sentence Classification pipeline with online learning. Researched Question Answering, NLG, and Abstractive Summarization and studied the feasibility and performance of cutting-edge methods in production. Studied the feasibility of different methods for leveraging incoming client inputs to train the existing models in real time.

Market Logic Software, Berlin (Germany)
1 Jahr 4 Monate
2011-06 - 2012-09

Researched and developed statistical models

NLP Engineer
NLP Engineer

Researched and developed statistical models for extraction and alignment of Idiomatic Expressions across nine European languages

UNDL Foundation, Geneva (Switzerland)
10 Monate
2007-09 - 2008-06

Developed machine learning models

Machine Vision Engineer
Machine Vision Engineer

Developed machine learning models for making crucial predictions that helped control the traffic by processing traffic camera feeds

Mashhad Traffic Center, Mashhad (Iran)
10 Monate
2006-09 - 2007-06

Temperature and humidity sensor data

Programmer (C++)
Programmer (C++)

Developed programs to read and process temperature and humidity sensor data. Implemented common image transforms

Pooyeshnegar Inc., Mashhad (Iran)

Aus- und Weiterbildung

Aus- und Weiterbildung

4 Jahre 7 Monate
2012-09 - 2017-03

PhD in Computer Science

University of Geneva (Switzerland)
University of Geneva (Switzerland)
2 Jahre 1 Monat
2008-09 - 2010-09

MSc - Computer Science

University of Lugano (Switzerland)
University of Lugano (Switzerland)

Specialization in Intelligent Systems (offered jointly by the University of Lugano and IDSIA)

5 Jahre 1 Monat
2002-09 - 2007-09

Study - Computer Engineering

Bachelor of Science, Mashhad (Iran)
Bachelor of Science
Mashhad (Iran)

Kompetenzen

Kompetenzen

Top-Skills

KI Machine Learning NLP Software-Entwicklung Python

Produkte / Standards / Erfahrungen / Methoden

  • Deep Learning

    • Deep NNs (CNNs, RNNs, Auto-encoders, Siamese, GAN)

    • deep reinforcement learning

  • Statistics

    • multivariate distributions

    • mixture models

    • bayesian inference

    • frequentist statistics

    • statistical tests

  • Machine Learning

    • regression

    • classification

    • clustering

    • anomaly detection

    • evaluation methods

    • online learning

    • reinforcement learning

  • Natural Language Processing

    • semantic composition

    • distributional semantics

    • multiword expressions

    • natural language generation

    • dialogue systems

    • sentiment analysis

    • named entity recognition

    • text classification

  • Deep Learning, Machine Learning, NLP and Statistical Tools

    • TensorFlow

    • PyTorch

    • Keras

    • DL4J

    • NumPy

    • SciPy

    • scikit-learn

    • Pandas

    • Matplotlib

    • seaborn

    • NLTK

    • Spacy

    • Gensim

    • OpenNLP

  • Cloud Computing

    • Google Cloud

    • AWS

    • Kubernetes

    • Kafka

  • General

    • Unix shell scripting and tools

    • Git

    • Docker

    • Jenkins

Programmiersprachen

Python
Java
C++

Datenbanken

MongoDB
SQL

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