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Mikhail Chrestkha
Mikhail Chrestkha

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Published in Towards Data Science

·Jan 14, 2021

Powerful yet familiar workflow for the Data Analyst

Analyze billions of records faster with RAPIDS & Nvidia GPUs on Google Cloud’s AI Platform Notebooks. — “Of the cast of characters mentioned … the only ones every business with data needs are decision-makers and analysts” — Cassie Kozyrkov (Data Science’s Most Misunderstood Hero) Analysts and “citizen data scientists” are the often forgotten heroes across every organization . They tend to have a wide range of responsibilities…

Big Data

10 min read

An Accelerated Big Data Workflow for the Data Analyst
An Accelerated Big Data Workflow for the Data Analyst

Published in Towards Data Science

·Oct 5, 2020

Lightweight yet scalable TensorFlow workflow on Google Cloud

My superpower toolkit: TFRecorder, TensorFlow Cloud, AI Platform Predictions and Weights & Biases — I am just going to say it. I am absolutely overwhelmed and intimidated with the growing breadth and depth of machine learning (ML) today. Need to build a high performant data pipeline? Learn Apache Beam or Spark and protocol buffers Need to scale your model training? Learn AllReduce and multi-node…

Tensor Flow

9 min read

Lightweight yet scalable TensorFlow workflow on Google Cloud
Lightweight yet scalable TensorFlow workflow on Google Cloud

Aug 24, 2020

Cost-Benefit of GPUs for Data and Machine Learning

A Framework to assess GPUs for your team — When I heard the term GPUs as early as 4 years ago my mind immediately turned to computer graphics and video games. Little did I know that GPUs had found their way into other fields including data and machine learning. GPUs started allowing machine learning (ML) researchers to run experiments…

Gpu

7 min read

Cost-Benefit of GPUs for Data and Machine Learning
Cost-Benefit of GPUs for Data and Machine Learning

May 26, 2020

CatBoost on Google Cloud’s AI Platform w/ CPUs & GPUs

Summary CatBoost, an OSS gradient boosting framework , is the new kid on the block with intriguing benchmark results on model quality and training/serving speeds with CPUs & GPUs Catboost is simple to run on Google Cloud’s AI Platform for both the Notebook & Training services. …

Google Cloud Platform

4 min read

CatBoost on Google Cloud’s AI Platform w/ CPUs & GPUs
CatBoost on Google Cloud’s AI Platform w/ CPUs & GPUs
Mikhail Chrestkha

Mikhail Chrestkha

Data Science & Machine Learning @ Google Cloud mchrestkha.github.io

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