Platon Slynko

Platon Slynko Email and Phone Number

GPU Performance Engineer @ Silicon Data
Ann Arbor, MI, US
Platon Slynko's Location
Ann Arbor, Michigan, United States, United States
Platon Slynko's Contact Details

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About Platon Slynko

I am an experienced AI software engineer with five years of expertise in building and optimizing deep learning platforms. My work spans data pipelines, including preprocessing, augmentation, and hyperparameter tuning for training, as well as designing efficient distributed inference workflows using multi-processing/threading/GPU. I’ve also explored advanced techniques like distributed K-fold, model recompilation, model intermediate node extraction, and layer freezing.Currently, I am pursuing a part-time master’s degree in AI to deepen my technical expertise and stay at the cutting edge of the field. My career has included contributions to Deep Learning projects and hackathons, where I’ve worked on solutions like an LLM-enabled legal document review platform and a real-time table-tennis game tracking with Deep Learning. Additionally, I have mentored interns, helping them grow and contribute to AI projects effectively.Currently, I am pursuing a part-time master’s degree in AI to deepen my technical expertise and stay at the cutting edge of the field. My career has included contributions to deep learning projects focused on advanced topics such as LLMs, RAGs, and CNNs/VAEs. I’ve also participated in hackathons, working on solutions like an LLM-enabled legal document review and real-time table-tennis game tracking using DL. Additionally, I have mentored interns, guiding them in projects ranging from exploration of potential AI technologies to developing AI distributed testing frameworks, helping them grow and effectively contribute to AI initiatives.I’m passionate about leveraging my expertise in AI and software engineering to tackle complex problems and drive meaningful impact. My focus is on optimizing efficiency and building robust, scalable solutions that push the boundaries of what technology can achieve.

Platon Slynko's Current Company Details
Silicon Data

Silicon Data

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GPU Performance Engineer
Ann Arbor, MI, US
Website:
kla.com
Employees:
7219
Platon Slynko Work Experience Details
  • Silicon Data
    Gpu Performance Engineer
    Silicon Data
    Ann Arbor, Mi, Us
  • Kla
    Ai Software Engineer
    Kla Jun 2020 - Present
    Ann Arbor, Michigan, United States
    𝗜𝗻𝘀𝗽𝗲𝗰𝘁𝗶𝗼𝗻 𝗿𝗲𝗽𝗿𝗼𝗱𝘂𝗰𝗶𝗯𝗶𝗹𝗶𝘁𝘆 𝗣𝗹𝗮𝘁𝗳𝗼𝗿𝗺 (𝘑𝘢𝘷𝘢, 𝘗𝘺𝘵𝘩𝘰𝘯, 𝘊++, 𝘛𝘦𝘯𝘴𝘰𝘳𝘍𝘭𝘰𝘸)Part of the founding team behind a GPU-powered HPC infrastructure for Deep Learning inference, adding capabilities to store/augment/debug/replay inspection jobs with data/parameters/results. • Configured environments for target hardware/software. • Built parallel data decryption pipelines and a multiprocessing inspection management server. • Enabled intermediate model node image retrieval and storage for debugging/training. • Developed Python interfaces for REST APIs and intermediate node datasets, including multi-inspection dataset matching.𝗗𝗲𝗲𝗽 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗧𝗿𝗮𝗶𝗻𝗶𝗻𝗴 𝗣𝗹𝗮𝘁𝗳𝗼𝗿𝗺 (𝘗𝘺𝘵𝘩𝘰𝘯, 𝘈𝘪𝘳𝘧𝘭𝘰𝘸, 𝘋𝘢𝘴𝘬, 𝘒𝘦𝘳𝘢𝘴/𝘛𝘦𝘯𝘴𝘰𝘳𝘍𝘭𝘰𝘸)Joined at the productization stage, driving the transition to a scalable, production-grade platform. Developed multi-stage deep learning and computer vision workflows, enabling advanced orchestration, efficient multiprocessing, and streamlined deployment. • Multi-GPU K-Fold Cross-Validation} (Python, Airflow, scikit-learn): Developed stratified K-fold with data splits on multi-format datasets. Leveraged Airflow for parallel GPU usage, improved training/inference efficiency and providing model generalization metrics. • Parallel Inference Job Platform (Python, Dask): Designed interleaved CPU/GPU pipelines using existing deep learning frameworks (TensorFlow, custom code) with a highly configurable architecture for maximum hardware utilization. • Integration Testing Framework (Python, Docker, CI/CD): Built an API framework for robust testing of models and platform workflows. Included results verification, flexible and scalable testing flows, and DL regression testing. Redesigned CI/CD deployment to streamline production and development container workflows.
  • Publicis Groupe
    Data Engineering Intern
    Publicis Groupe Jun 2019 - Aug 2019
    Boston
    Developed a distributed serverless ElasticSearch ETL data pipeline using orchestrated AWS Lambdas (orchestrator/indexing/worker fns) and AWS SQS.Auto-scalable to receiver throughput. Achieved an 80% operational costs reduction compared to Scala Spark.

Platon Slynko Education Details

Frequently Asked Questions about Platon Slynko

What company does Platon Slynko work for?

Platon Slynko works for Silicon Data

What is Platon Slynko's role at the current company?

Platon Slynko's current role is GPU Performance Engineer.

What is Platon Slynko's email address?

Platon Slynko's email address is pl****@****cor.com

What schools did Platon Slynko attend?

Platon Slynko attended University Of Michigan, Stanford University, University Of Illinois At Urbana-Champaign, National Technical University Of Ukraine 'kyiv Polytechnic Institute'​.

Who are Platon Slynko's colleagues?

Platon Slynko's colleagues are Soojung Kang, Rudra Joshi, Sandeep Inampudi, Robert Gill, Evan Yun, Binh Nguyen, Fábio Fernandes.

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