In this post, I’ll show you how to use your own custom metrics (both statistical code metrics and LLM-measured prompt metrics) working with Azure AI Studio.
Improve accuracy for vision tasks with OCR assisted in multimodal models
Unfortunately the quality of text extraction in multimodal models (such as, GPT-4v, GPT-4o, Claude, etc) is not as well as today’s state-of-the-art (SOTA) OCR model. This post introduce how to improve text extraction quality in these models with the help of OCR models.
Implement Model Parallelism in LLMs
In this post, I will break down the techniques for scaling of large model’s training in a step-by-step manner.
ReAct (Reason+Act) prompting in LLMs
ReAct (Reasoning + Acting) is a flexible LLM chain framework and essential for today’s advanced LLM reasoning. LangChain helps you compose ReAct framework.
This post will give you the answer for the questions: “What is ReAct?”, “How ReAct works?”, and “How to build ReAct?”.
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.
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.
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.
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