dayyass/latent-semantic-analysis

Pipeline for training LSA models using Scikit-Learn.

Hi, my name is Dani 👋 and I ❤️ AI and Open-Source

Field of interests: AGI, NLP, RL, Graphs, Distributed Systems

My telegram channel: Cat's Shredinger

Skills 🛠️

• Languages:  Python, SQL
• DS/ML/DL:    SkLearn, PyTorch, Transformers
• Big Data:       Hadoop, Hive, Spark
• DevOps:       Linux, Git, Docker

Work experience 👔

Job Position	Company	Field	Work Period
Research Scientist	SberDevices	AGI, LLM, RLHF, GigaChat	2023-04 — now
NLP Team Lead	SberDevices	Search, Information Retrieval	2022-10 — 2023-04
NLP Tech Lead	Sber AI Lab	NLP, MLOps, Mentoring	2021-05 — 2022-10
Senior NLP Engineer	Tinkoff AI Lab	Virtual Assistant "Oleg"	2021-02 — 2021-04
Middle NLP Engineer	MTS AI Lab	NER with Pseudo-Labeling	2020-05 — 2021-02
Junior Data Scientist	Sberbank	ML with Tabular Data, CV	2018-07 — 2020-05

Education 🎓

• Master’s Degree @ Lomonosov Moscow State University (2019 - 2023)
• Bachelor's Degree @ Plekhanov Russian University of Economics (2015 - 2019)

Projects 🐾

• QaNER - unofficial implementation of QaNER paper (NER via Extractive Question Answering)
• RLLib - Reinforcement Learning library
• MUSE as Service - REST API for sentence embedding using Multilingual Universal Sentence Encoder
• PyTorch NER - pipeline for training NER models using PyTorch
• Text Classification Baseline - pipeline for building text classification TF-IDF + LogReg baselines
• Graph-Based Clustering - clustering using graph connected components and spanning trees

Public talks 🗣

• From Model to Service: Flask + Gunicorn + Docker @ Sberloga
• QaNER - NER via Exractive QA @ Sberloga
• Git Hooks Is All You Need @ Sberloga
• Web-Service for Sentence Embeddings @ Sberloga
• How to start a career in DS @ REU Data Science Club

Certifications 📜

• Practical Reinforcement Learning (with honors) @ Coursera
• Introduction to Deep Learning (with honors) @ Coursera
• Bayesian Methods for Machine Learning (with honors) @ Coursera
• Hadoop. System for processing large amounts of data @ Stepik

Hackathon participation 💻

• deNews @ ETHOnline 2022
• Alzheimer's MRI Analysis @ Synthetic Health Data Hackathon 2020

Achievements 🏆

• Published 10 packages to PyPI with 25k+ downloads
• Contributor to PyTorch, Scikit-Learn, SciPy
• Open Data Science Best Contributor 2020

GitHub Stats ⭐

More information in my LinkedIn 🚀

latent-semantic-analysis's Issues

add docker

add ci

add unittests

add lemmatization

add pip install

add evaluation

topic coherence

add readme

add makefile

import latent_semantic_analysis as lsa

add coverage