Працював в 1 компанії   2 роки 6 місяців

IT

Deep Learning Engineer / Machine learning engineer / ML Team lead/ Researcher

GlobalLogic Ukraine

IT

2 роки 5 місяців

09.2020 - 02.2023

Projects:

“Dolby”:Worked on novel view synthesis technology, implementing state-of-the-art techniques from scratch in PyTorch using a research paper as a reference: TensorFlow, PyTorch3D, COLMAP

“BMW”:Improving autopilot deep learning modules: Pytorch, work with dataset, data preparation, outliers analysis, models optimization for edge devices

Biggest European sugar manufacturer – Developed and implemented from scratch a computer vision anomaly detection solution in production. Chosen hardware: camera, lenses, GPU. Stack: PyTorch, Mask R-CNN, autoencoders.

Ключова інформація

Languages Python, R, C++/C

AI frameworks / libraries

PyTorch, TensorFlow, Keras, Matlab, scikit-learn, scipy, Pandas, OpenCV, spaCy, Natural Language Toolkit, Intel MKL, Eigen, Nvidia CUDA programming, Torchtune, Hugging Face Transformers, Langchain, LlamaIndex

Deep Learning & Computer Vision

Object recognition, detection and segmentation, Novel view synthesis, generative adversarial networks, 3D Pose Estimation, augmented reality, face recognitionData engineering and MLOps Dataset management, Apache Spark, AWS Sagemaker, MLFlow, Weights & biases, AWS Glue, DataBrew, Elasticsearch, Amazon Athena, Apache Kafka Streams, ML-testing

Classical ML

Classification, regression, time-series analyses, recommender systems, fraud detection, prices optimization, etc. Reinforcement Learning Games theory, Games solving, Contextual bandits, Counterfactual Regret Minimization

NLP

Topic modeling, text/intent categorization, and LLMs: Expertise in Retrieval-Augmented Generation, experience in fine-tuning LLMs, and implementing LLM-based solutions in production (Paysera, Nova Poshta, Kyivstar, Headway).

Володіє мовами

Англійська

поглиблений

Pavlo

Deep Learning Engineer / Machine learning engineer / ML Team lead/ Researcher

Київ

41 рік

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