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.
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.
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.
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.
Azure Arc-enabled Machine Learning – Run AML anywhere
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).
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.
tsmatz