Konstantin Kutzkov – Medium

Konstantin Kutzkov

Konstantin Kutzkov
in
Towards Data Science

Machine Learning on Graphs, Part 4

Learning discrete node embeddings

Nov 29, 2022

Machine Learning on Graphs, Part 4

Nov 29, 2022

Konstantin Kutzkov
in
Towards Data Science

Learning to hash

How to design data representation techniques with applications to fast retrieval tasks

Oct 21, 2021

Learning to hash

Oct 21, 2021

Konstantin Kutzkov
in
Towards Data Science

Maximum inner product search using nearest neighbor search algorithms

A simple reduction that allows using libraries for nearest neighbor search for the efficient detection of vectors with large inner product

Oct 13, 2021

Maximum inner product search using nearest neighbor search algorithms

Oct 13, 2021

Konstantin Kutzkov
in
Towards Data Science

Bilinear pooling for fine-grained visual recognition and multi-modal deep learning

Advanced neural network architectures work by learning feature interactions

Oct 7, 2021

Bilinear pooling for fine-grained visual recognition and multi-modal deep learning

Oct 7, 2021

Konstantin Kutzkov
in
Towards Data Science

Machine Learning on Graphs, Part 3

Graph kernels methods that are easy to implement and yield models that can be efficiently trained

Oct 1, 2021

Machine Learning on Graphs, Part 3

Oct 1, 2021

Konstantin Kutzkov
in
Towards Data Science

Efficiently computing the variance in massive and distributed datasets

Scalable data summarization techniques for one of the most fundamental problems in data analysis

Sep 24, 2021

Efficiently computing the variance in massive and distributed datasets

Sep 24, 2021

Konstantin Kutzkov
in
Towards Data Science

Machine Learning on Graphs, Part 2

Node embeddings.

Sep 22, 2021

Machine Learning on Graphs, Part 2

Sep 22, 2021

Konstantin Kutzkov
in
Towards Data Science

Machine Learning on Graphs, Part 1

Collecting basic statistics

Sep 9, 2021

Machine Learning on Graphs, Part 1

Sep 9, 2021

Konstantin Kutzkov
in
Towards Data Science

What does word2vec actually learn?

And how to train embeddings from similarity functions

Sep 6, 2021

What does word2vec actually learn?

Sep 6, 2021

Konstantin Kutzkov
in
Towards Data Science

Explicit feature maps for non-linear kernel functions

It is all about finding the right space

Sep 2, 2021

Explicit feature maps for non-linear kernel functions

Sep 2, 2021

Konstantin Kutzkov

Konstantin Kutzkov

Data scientist with a PhD in Computer science from IT University of Copenhagen. Interested in machine learning and algorithms.

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