Farid Haziyev
Baku
Summary
Seeking a role as an NLP engineer with a focus on leveraging skills to apply cutting-edge deep learning methods in developing products. Strong interest in contributing to projects heavily reliant on deep learning techniques.
Overview
6
6
years of professional experience
1
1
Certification
Work History
Senior Machine Learning Engineer
Proxify
04.2023 - Current
- Created NER model for extracting product names from descriptions. Used distilbert-base-uncased model as the base model for token classification.
- Created text classification model to classify products using their descriptions. Used distilbert-base-uncased model as the base model and added 2 heads on top of it.
- Created FastApi service for the created NER and text classification models.
Machine Learning Engineer
OMILIA LTD
12.2021 - 03.2023
- R&D on Intent Classification
- Built REST server for Autocorrect module
- Used OPTUNA for automatic hyperparameter tuning
- Explainable AI: captum, lime, SHAP are used
- Finetuned BERT models on intent classification tasks
- Applied DIET classifier in Pytorch from scratch
- Experimented with open source conversational AI RASA
- Experimented with end to end dialog models using LLMs
Deep learning Engineer
Voiceloft
10.2021 - 12.2021
- Fully responsible for the ML projects
- Working on ASR model and leading 2 interns on NLP tasks
- Fine-tuned Wav2Vec2 baseline model with our dataset
Data Scientist
eTeam
08.2021 - 10.2021
- Worked on R&D and did Data Analysis
- Applied Sentiment Analysis Model from start to deployment, using Python, PyTorch, scikit-learn, Docker and Flask.
Deep Learning Engineer
BUGLANCE
02.2020 - 05.2021
- Fully responsible for the ML projects
- Applied Azerbaijani Speech to text model using kaldi toolkit together with python
- Applied Azerbaijani Text to speech model using tacotron2 model with parallel wavegan model for synthesis in pytorch
- Our ASR model is currently the best model for Azerbaijani
- Https://imla.az/
Machine Learning Engineer
ITCITY
10.2018 - 01.2020
- Fully responsible for the ML projects and crawlers
- Applied Generic Crawler to get data from any news page, even if they change their design
- Built the ETL process, getting news data from 200 di erent
- Azerbaijani news channels
- Applied Similarity Detection, Text Categorization, NER, Sentiment
- Analysis, Keyword Extraction, Summarization to those data
- Finished Projects: aqreqator.az
Scholar
Hacettepe Unıversity
02.2017 - 12.2017
- Project's objective was to develop a multilingual Wordnet using exclusively Wiktionary and existing Wordnet data.
- Our team utilized one supervised method and one unsupervised greedy method to create the Wordnet, which was subsequently tested.
- Our approaches outperformed the current state-of-the-art methods in the majority of the evaluations.
Education
MSc - Computer Engineering
Hacettepe University
Ankara, TurkeyBSc - Industrial Engineering
Middle East Technical
Ankara, TurkeySkills
- Python
- PyTorch
- TensorFlow, Keras
- GCP
- Docker
- FastAPI, Flask
- Kaldi
- Rasa
- Numpy, Pandas, Matplotlib, Scikit-learn
- PostgreSQL
- Git
Publications
Ercan, G.,& Haziyev, F. (2019). Synset expansion on translation graph for automatic wordnet construction. Information Processing Management, 56(1), 130-150.
Accomplishments
Developing the best performing Azerbaijani speech-to-text model and a text-to-speech model.
Certification
Google Cloud Certified Professional Machine Learning Engineer
Issue Date: 2022 May
Expiration Date: 2024 May
Languages
Azerbaijani
Native language
English
Advanced
C1
Timeline
Senior Machine Learning Engineer
Proxify
04.2023 - Current
Machine Learning Engineer
OMILIA LTD
12.2021 - 03.2023
Deep learning Engineer
Voiceloft
10.2021 - 12.2021
Data Scientist
eTeam
08.2021 - 10.2021
Deep Learning Engineer
BUGLANCE
02.2020 - 05.2021
Machine Learning Engineer
ITCITY
10.2018 - 01.2020
Scholar
Hacettepe Unıversity
02.2017 - 12.2017
MSc - Computer Engineering
Hacettepe University
BSc - Industrial Engineering
Middle East Technical
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