In this post, I’ll show you fine-tuned NER (named entity recognition) classification example for Japanese language in Hugging Face. You can learn how to fine-tune multilingual transformer models in token classification tasks.
In the last part of this post, I’ll also optimize training with DeepSpeed which is well integrated with HuggingFace transformers.
Get Started with Optimization in Azure Quantum (Simulated Annealing)
In this post, I show you programming tutorial in Azure Quantum with a simple optimization (simulated annealing) example.
Run Application in Intel SGX Enclave (Confidential Computing)
In this post, to demystify confidential computing, I’ll explorer how it’s secured using a “Hello World” example in Intel SGX enclave.
Project Bonsai – Fundamentals and Architecture
In this post, I’ll show you Project Bonsai – its architecture and how it simplifies reinforcement learning in machine teaching.
Homomorphic Encryption in Machine Learning (Microsoft SEAL)
In this post, I’ll show you examples for homomorphic encryption (HE) in machine learning inferencing with Microsoft SEAL.
With homomorphic encryption (HE), the encrypted item can be used on computation without decryption. For sensitive data (such as, privacy data in healthcare), the customers can operate their own data without submitting private text to cloud service providers.
Data Explorer (Kusto) in Azure – Query Processing and Concurrency overview
In this post, I’ll briefly summarize how data is processed in Data Explorer (Kusto) – Azure Data Explorer (ADX) or Azure Synapse Data Explorer (DX) pool.
Deep Reinforcement Learning : Apply Transformer in Video Games
Transformer (with Attention) is one of most successful deep learning network architecture in state-of-the-art NLP works in AI, and attention can also be applied in visual recognition and motion recognition.
In this post, I’ll show you Minecraft example (with Project Malmo) in deep reinforcement learning with attention and transformer networks.
Microsoft Entra Workload Identities (Federated Credentials)
Till now, your app should hold a secret or certificate in backend application for Azure AD.
If your app can tightly collaborated with external identity (outside Azure AD), Federated Credential in Azure AD can be used to mitigate these risks without holding Azure AD secure information.
Azure integration in GitHub actions is one of examples using Federated Credentials.
Run Reinforcement Learning on Ray Cluster (Microsoft Azure)
This walkthrough will show you end-to-end configuration for Ray cluster in Microsoft Azure, using artificial intelligence agents in Minecraft, Project Malmo.
Deploy Model with Custom Docker Image in Azure Machine Learning
In this post, I’ll show you how to bring custom docker image in Azure Machine Learning (AML) model deployment.
tsmatz