In this post, I’ll briefly show you what you can do and how you can use in Azure Arc-enabled Machine Learning.
Run Distributed Dask on Azure Kubernetes Service
In this post, I’ll show you the tutorial for running Dask distributed machine learning workloads on Azure Kubernetes Service. With Dask cluster, you can run scikit-learn compliant functions in distributed manners, and accelerate large ML workloads with managed kubernetes.
Run Apache Spark on AKS with Azure Storage integration
In this post, I’ll show you step-by-step tutorial for running Apache Spark on AKS. In this tutorial, artifacts, such as, source code, data, and container images are all protected by Azure credentials (keys).
Azure Synapse Analytics : How Statistics and Cache Works (Dedicated SQL Pools)
For the last part of my blog series “Synapse Analytics : Designing for Performance”, I’ll show you how you can use and accelerate statistics and caching in Synapse Analytics SQL pool.
Azure Synapse Analytics : Choose Right Index and Partition (Dedicated SQL Pools)
In this post, I’ll show you how to design index and partitions within a table to optimize performance in Synapse Analytics dedicated SQL pools.
Azure Synapse Analytics : Optimize for Distributions (Dedicated SQL Pools)
In this series, I’ll show you how to improve performance using real code and examples in Azure Synapse Analytics (Dedicated SQL Pools). In this post, we see distribution strategies.
Run ION (Sidetree), Decentralized Identifier (DID) Network
In this post, I show you how Sidetree DID network runs on decentralized technology stacks through ION implementation.
Enjoy AI in Minecraft – Project Malmo and MineRL
The game will also be the best place to learn a reinforcement learning for engineers.
In this post, I show you the amazing platforms – Malmo and MineRL – for reinforcement learning in the most popular video game, Minecraft.
Verifiable Credentials : Decentralized Credential Flows
Microsoft has launched ION hosting (beta) on Bitcoin mainnet, and new verifiable credentials service (private preview) on Azure Active Directory (Azure AD). In this post, I will summarize what is verifiable credentials and how it works.
This style of identity and credentials are very much like our physical world. I hope this future credential backed by decentralized technology will mitigate the impedance mismatch between the real world and the digital world.
Mathematical Introduction to SVM and Kernel Methods
In this post, I describe how SVM works to make you understand strengths / weaknesses, the parameter meanings, so on and so forth in the practical use.
These ideas behind SVM are based on mathematics (statistics). However, for building your intuitions, I’ll try to explain with a lot of samples and visualizations. This post will also be helpful for you to learn kernel methods.