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Alibek Jakupov
Apr 29, 20191 min read
Information Theory: Step 4 Huffman decoder
In previous article we implemented Huffman algorithm. Here is a brief summary of the previous article Given (Input) A set of symbols and...
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Alibek Jakupov
Apr 29, 20192 min read
Information Theory: Step 3 Huffman Algorithm
Prefix codes Prefix codes (sometimes called "prefix-free codes“) is a type of code system (typically a variable-length code)...
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Alibek Jakupov
Apr 29, 20191 min read
Information Theory: Step 2 Entropy
This is the second article from the series of short articles devoted to the Information Theory. Conditional Entropy Conditional entropy...
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Alibek Jakupov
Apr 29, 20193 min read
Information Theory: Step 1 Probability
Introduction This article is the first part of a series of articles devoted to the study of the Information Theory, step by step. In this...
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Alibek Jakupov
Apr 17, 20192 min read
Human-like suggestions using NLP
In our previous article we described how to detect intruders (textual anomalies) in topics sent by LDA represented as a multinomial...
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Alibek Jakupov
Apr 17, 20193 min read
Script automation using Power BI and Azure Machine Learning Studio
There are plenty of usage scenarios when a data scientist wants his scripts (written in Python or R) to be executed automatically. One...
188 views0 comments


Alibek Jakupov
Apr 17, 20192 min read
Textual Anomaly detection using Knowledge Graph
One of the anomalies in our case is the terms that are less coherent with the other words in the same distribution. For instance, in...
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Alibek Jakupov
Apr 17, 20192 min read
LDA automatic labeling: experimentation
This article is the logical conclusion of our previous article on automatic topic labeling. As the discussed task is too subjective and...
61 views0 comments


Alibek Jakupov
Apr 17, 20192 min read
LDA for suggestion generation: finding redundant terms
Context One of the anomalies in our case is the terms that are less coherent with the other words in the same distribution. For instance,...
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Alibek Jakupov
Mar 19, 20192 min read
LDA automatic labeling
As topic modeling has increasingly attracted interest from researchers there exists plenty of algorithms that produce a distribution over...
31 views0 comments


Alibek Jakupov
Mar 19, 20194 min read
Proactive Assistance with Power BI : seamless and efficient ?
Creating a tool able to structure textual data and extract points of interest for domain experts still remains a challenge. The majority...
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Alibek Jakupov
Feb 27, 20191 min read
Customizing your Azure ML environment. Episode 3 : Vader Sentiment Analyzer on Azure ML Studio
“Luke, I Am Your Father” And here is the ending article of our 3-act play named: customizing your AML environment. We have already learnt...
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Alibek Jakupov
Feb 27, 20191 min read
Customizing your Azure ML environment. Episode 2 : A New Hope
Install Python packages This article is the logical suite of my previous article describing installing custom r packages on Azure...
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Alibek Jakupov
Feb 27, 20192 min read
Customizing your Azure ML environment: The Force Awakens
Install R packages There are plenty of the docs on the internet explaining how to install custom R packages in Azure ML Studio. For...
77 views0 comments


Alibek Jakupov
Feb 21, 20196 min read
Custom AI on Azure: Brief overview with examples
Tools available on Azure: Azure ML, Spark on HDInsight, Azure Databricks, Batch AI, SQL Server Machine Learning Services, Data Science...
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Alibek Jakupov
Feb 21, 20193 min read
API SNCF + Power BI Real Time: better together
As we rush, as we rush in the Train, The trees and the houses go wheeling back, But the starry heavens above the plain Come flying on our...
138 views0 comments


Alibek Jakupov
Feb 10, 20193 min read
LDA on Azure ML Studio: Harder, Better, Faster, Stronger
As topic modeling has increasingly attracted interest from researchers there exists plenty of algorithms that produce a distribution over...
33 views0 comments


Alibek Jakupov
Feb 10, 20192 min read
Azure ML Studio + CORS: Security vs Flexibility
“It takes 20 years to build a reputation and few minutes of cyber-incident to ruin it.” Stephane Nappo, Global Head Information Security...
597 views0 comments


Alibek Jakupov
Feb 3, 20194 min read
Overview of modern approaches applied in conversational modeling (Part 2)
In the previous section we discussed that the current approach applied in modern digital assistants proves to be efficient when working...
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Alibek Jakupov
Feb 3, 20194 min read
Overview of modern approaches applied in conversational modeling (Part 1)
Personal Digital Assistants (PDAs) and agents with a conversational interface are increasingly popular technologies that have become...
26 views0 comments
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