My name is Nikita. I am passionate about machine learning, deep learning and data science. This blog shares tutorials, competition solutions and findings from different projects. Check out my portfolio and other sections to see more of my work.

Recent posts

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  Computing Mean & STD in Image Dataset

  How to get channel-speicific mean and std in PyTorch

  Mar 8, 2021 · 5 min read

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  Gradient Accumulation in PyTorch

  Increasing batch size to overcome memory constraints

  Feb 19, 2021 · 4 min read

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  Training PyTorch Models on TPU

  Tutorial on using PyTorch/XLA 1.7 with TPUs

  Oct 30, 2020 · 15 min read

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  Pre-Training with Surrogate Labels

  Using the test sample to improve CNN performance

  Aug 30, 2020 · 14 min read

• 

  Profit-Driven Demand Forecasting

  Data Mining Cup 2020 solution with graident boosted trees

  Jul 27, 2020 · 31 min read

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  Detecting Blindness with Deep Learning

  Using CNNs to detect diabetic retinopathy in retina photos

  Jul 11, 2020 · 36 min read

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  Algorithmic Fairness in R

  Tutorial on using the fairness R package

  May 1, 2020 · 16 min read