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Accelerate MXNet R training by multiple machines and GPUs

By Tsuyoshi Matsuzaki on 2017-02-22• ( Leave a comment )

Here we focus on the MXNet training acceleration: GPU (device) utilized training, distribution training by multiple machines, and active learning (online learning).

Scale your deep learning inference on R

By Tsuyoshi Matsuzaki on 2017-02-10• ( Leave a comment )

Here I show you the step-by-step for scaling the deep learning workloads with MXNet and R. This time, we focus on the scoring phase.

Quick Introduction for Microsoft R (MRO) and Machine Learning Server

By Tsuyoshi Matsuzaki on 2017-02-01• ( 1 Comment )

In this post, I describe what is the benefits of Microsoft R technologies (Microsoft R Open, R Server, R Client) for the professional developers with a few lines of code.

Use R in Power BI to analyze and visualize (For non-scientists)

By Tsuyoshi Matsuzaki on 2017-01-25• ( 1 Comment )

In this post, I show you a sample of R-based graph using Power BI for beginner’s understanding. Non-scientists, the business users can easily create the rich graph like correlation, clustering, forecasting, etc, and share for other users.

Entra ID – How to create your own SAML-based application using new Azure Portal

By Tsuyoshi Matsuzaki on 2016-12-29• ( 13 Comments )

This post describes how to configure your SAML-based application with new Azure Portal, and some sample code with PHP (simpleSAMLphp) and Node.js (express, passport).

Azure Cosmos DB (NoSQL) – How it works (RU, Partition, Index, and Replica)

By Tsuyoshi Matsuzaki on 2016-12-07• ( 1 Comment )

In this post, I summarize the value proposition of Azure DocumentDB and show you how it works for understanding.

Azure Application Insights – behind the scenes

By Tsuyoshi Matsuzaki on 2016-11-28• ( 2 Comments )

In this post we use the Azure Application Insights by the custom code and see how it works behind the scenes for your understanding. (In most cases you don’t need to create the programming code by your own, and the SDK does all.)

Build Custom Connector on Power Automate and Power Apps with Authentication

By Tsuyoshi Matsuzaki on 2016-11-18• ( 9 Comments )

The custom connector (API connector) enables you to connect your own web api (REST api) in Microsoft Flow (including SharePoint workflow) and PowerApps.
In this post I show you how to build and use the custom connector with api authentication.

Programming Windows Information Protection

By Tsuyoshi Matsuzaki on 2016-11-08• ( 1 Comment )

With Windows 10 version 1607 or later, you can use the Windows Information Protection (WIP, formerly “Enterprise Data Protection”) and the developers can also create the WIP-aware application. This post shows how to build this WIP-aware application.

Build Bot with Voice (Skype)

By Tsuyoshi Matsuzaki on 2016-10-22• ( 4 Comments )

With Skype, you can build calling (voice) bot using Microsoft Bot Framework. This post shows you the essence of this voice communication bot.

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Recent Posts

  • Reinforcement Learning for LLM Practitioners
  • Custom Metrics for Evaluation in LLM (Azure AI Studio)
  • Improve accuracy for vision tasks with OCR assisted in multimodal models
  • Improve AI Safety in LLM Apps – Prompt example, Red teaming, etc
  • Implement Model Parallelism in LLMs
Reinforcement Learning
  • 00. Q-Learning
  • 01. DQN
  • 02. Policy Gradient
  • 03. Actor Critic
  • 04. PPO
  • 05. DDPG
  • 06. SAC
Imitation Learning
  • 01. Behavior Cloning
  • 02. DAgger
  • 03. Max Entropy IRL
  • 04. MCE IRL
  • 05. Relative Entropy IRL
  • 06. GAIL
Language Processing
  • 01. Sparse Vector
  • 02. Dense Vector
  • 03. Word2Vec
  • 04. N-Gram (CNN)
  • 05. Language Model – Basic
  • 06. Language Model – RNN
  • 07. Encoder-Decoder
  • 08. Attention
  • 09. Transformer
Diffusion Models
  • 01. VAE (preparation)
  • 02. DDPM
  • 03. SMLD (Score Matching)
  • 04. Score-based model with SDE
  • 05. Conditional diffusion models
  • 06. Classifier guidance
  • 07. Classifier-free guidance

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