Awesome List Updates on Jun 28, 2024

4 awesome lists updated today.

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1. Awesome Azure Openai Llm

What's the difference between Azure OpenAI and OpenAI?

• OpenAI offers the latest features and models, while Azure OpenAI provides a reliable, secure, and compliant environment with seamless integration into other Azure services.

• Azure OpenAI supports private networking, role-based authentication, and responsible AI content filtering.

• Azure OpenAI does not use user input as training data for other customers. Data, privacy, and security for Azure OpenAI

Microsoft Azure OpenAI relevant LLM Framework / Lucene based search engine with OpenAI Embedding

• Semantic Kernel: Semantic Kernel is an open-source SDK that lets you easily combine AI services like OpenAI, Azure OpenAI, and Hugging Face with conventional programming languages like C# and Python. An LLM Ochestrator, similar to LangChain. / git (⭐21k) [Feb 2023]

• guidance (⭐18k): A guidance language for controlling large language models. Simple, intuitive syntax, based on Handlebars templating. Domain Specific Language (DSL) for handling model interaction. LangChain libaries but different approach rather than ochestration, particularly effective for implementing Chain of Thought. [Nov 2022]

• Azure Machine Learning Promt flow: Visual Designer for Prompt crafting. Use Jinja (⭐10k) as a prompt template language. / ref / git (⭐9k) [Jun 2023]

• Prompt Engine (⭐2.5k): Craft prompts for Large Language Models: python (⭐204) [Jun 2022]

• TypeChat: TypeChat replaces prompt engineering with schema engineering. To build natural language interfaces using types. / git (⭐8.1k) [Apr 2023]

• DeepSpeed (⭐34k): DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective. Zero Redundancy Optimizer [May 2020]

• LMOps (⭐3.5k): a collection of tools for improving text prompts used as input to generative AI models. The toolkit includes Promptist, which optimizes a user's text input for text-to-image generation, and Structured Prompting. [Dec 2022]

Microsoft Copilot Product Lineup / Lucene based search engine with OpenAI Embedding

• Copilot Products
  • Microsoft Copilot in Windows vs Microsoft Copilot (= Copilot in Windows + Commercial Data Protection) vs Microsoft 365 Copilot (= Microsoft Copilot + M365 Integration) [Nov 2023]
  • Copilot Scenario Library
  1. Azure
     • Microsoft Copilot for Azure / blog [Nov 2023]
     • Security Copilot / blog [March 2023]
     • Copilot in Azure Quantum [June 2023]
  2. Microsoft 365 (Incl. Dynamics 365 and Power Platform)
     • Microsoft 365 Copilot / blog [Nov 2023]
     • Copilot in Power Platform: Power App AI Copilot [March 2023] / Power Automate: Copilot in cloud flows, Copilot in Process Mining ingestion, Copilot in Power Automate for desktop ... [Nov 2023]
     • Dynamics 365 Copilot / blog [March 2023]
       • Sales Copilot
       • Service Copilot
     • Microsoft Viva Copilot blog [April 2023]
     • Microsoft Fabric and Power BI: blog / Fabric Copilot / PowerBI Copilot [March 2024]
     • Copilot Pro: Copilot Pro offers all the features of Copilot, plus faster responses, priority access to advanced models, personalized GPTs, integration with Microsoft 365 apps, and enhanced AI image creation. [Jan 2024]
     • Team Copilot: Act as a valuable team member (Meeting facilitator, Group collaborator, Project manager) [May 2024]
  3. Windows, Bing and so on
     • Microsoft Copilot: FKA. Bing Chat Enterprise [Nov 2023]
     • Microsoft Clarity Copilot: blog [March 2023]
     • Microsoft Copilot in Windows [Sep 2023]
     • Github Copilot [Oct 2021]
     • Copilot+ PC: AI-powered and NPU-equipped Windows PCs [May 2024]
     • Windows Copilot Runtime: The set of APIs powered by the 40+ on-device models, a new layer of Windows. [May 2024]
     • Nuance DAX Copilot: AI assistant for automated clinical documentation [18 Jan 2024]

Azure Reference Architectures / Lucene based search engine with OpenAI Embedding

• Referece Application and Architecture
  • AI Feed | AI Platform Blog
  • Azure Command Companion: Harnessing the Power of OpenAI GPT-3.5 Turbo for Azure CLI Command Generation [10 Dec 2023 ]
  • Chat with your Azure DevOps data [10 Jan 2024]
  • Baseline OpenAI end-to-end chat reference architecture
  • Build language model pipelines with memory
  • NL to SQL Architecture Alternative [14 May 2024] / Natural Language to SQL Console (⭐1.4k)
  • GPT-RAG (⭐818): Retrieval-Augmented Generation pattern running in Azure [Jun 2023]
  • Responsible AI Transparency Report
  • Safeguard and trustworthy generative AI applications [28 Mar 2024]
  • Microsoft AI / Responsible AI 🏆
  • Baseline Agentic AI Systems Architecture [20 Aug 2024]

LangChain Feature Matrix & Cheetsheet / DSPy optimizer

• Feature Matrix: LangChain Features
  • Feature Matrix: Snapshot in 2023 July

• Cheetsheet (⭐6.6k): LangChain CheatSheet

• LangChain AI Handbook: published by Pinecone

LangChain vs Competitors / Prompting Frameworks

• LangChain (⭐91k) [Oct 2022] | LlamaIndex (⭐34k) [Nov 2022] | Microsoft Semantic Kernel (⭐21k) [Feb 2023] | Microsoft guidance (⭐18k) [Nov 2022] | Azure ML Promt flow (⭐9k) [Jun 2023] | DSPy (⭐16k) [Jan 2023]

OpenAI's Roadmap and Products / OpenAI Products

• ChatGPT Function calling [Jun 2023]
  • Azure OpenAI start to support function calling. ref

Trustworthy, Safe and Secure LLM / GPT series release date

• NIST AI Risk Management Framework: NIST released the first complete version of the NIST AI RMF Playbook on March 30, 2023

Open-Source Large Language Models / GPT series release date

• Upstage's 70B Language Model Outperforms GPT-3.5: ref [1 Aug 2023]

GPT for Domain Specific / GPT series release date

• DeepSeek-Coder-V2 (⭐1.7k): Open-source Mixture-of-Experts (MoE) code language model [17 Jun 2024]

LLMOps: Large Language Model Operations / Math

• OpenAI Evals (⭐15k): A framework for evaluating large language models (LLMs) [Mar 2023]

• TruLens (⭐1.9k): Instrumentation and evaluation tools for large language model (LLM) based applications. [Nov 2020]

• Pezzo (⭐2.3k): Open-source, developer-first LLMOps platform [May 2023]

• Giskard: The testing framework for ML models, from tabular to LLMs [Mar 2022]

• traceloop openllmetry (⭐1.7k): Quality monitoring for your LLM applications. [Sep 2023]

• Language Model Evaluation Harness (⭐6.2k): Over 60 standard academic benchmarks for LLMs. A framework for few-shot evaluation. [Aug 2020]

2. Awesome Lidar

Conventions

• Any list item with badge is ROS 2 compatible

LIDAR-other-sensor calibration / Object detection and object tracking

• direct_visual_lidar_calibration - General, Single-shot, Target-less, and Automatic LiDAR-Camera Extrinsic Calibration Toolbox
  • GitHub repository (⭐647)
  • Paper

3. Awesome Ironsworn

Hacks and homebrew / Ironsworn

• Cyberforged - Cyberpunk setting for Starforged (a successor to Cybersworn)

• Spellforge - Magic supplement with custom spells and narrative focus, compatible with all variants of Ironsworn

4. Awesome Angular

Blogs / Google Developer Experts

• This is Angular

Other Lists / Google Developer Experts

• awesome-utils-dev/angular (⭐135) - This is an exhaustive list of resources covering the whole Angular ecosystem. This should be your next step if you haven't found what you need here.

• awesome-angular (⭐88)

• angular enterprise

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