Awesome List Updates on Jun 14, 2024
7 awesome lists updated today.
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1. Awesome Blazor
Videos / Others
- Blazor and Orchard Core with Peter Matthews - Orchard Core Pair Programming by Lombiq - June 17, 2024 - Join this session of Orchard Core Pair Programming by Lombiq! In these, we do an hour of pair programming with an Orchard Core community member about a project of theirs. We learn together a lot, share best practices, and write some good code. All this is live, and you can join us with your questions!
- Building Real-Time Web Applications with Blazor and Akka.NET - June 13, 2024 - This talk presents how you can use Akka.NET and Blazor to build scalable, streaming web applications without JavaScript or any fuss. Pure C# end to end.
- ASP.NET Community Standup: Static web asset improvements in .NET 9 - June 11, 2024 - Learn about some of the static web asset improvements coming in .NET 9.
Articles / Others
- Blazor Basics: Blazor Render Modes in .NET 8 - June 12, 2024 - This article is about the new Blazor render modes in .NET 8, including ServerInteractivity, WebAssemblyInteractivity, AutoInteractivity and static server-side rendering (SSR).
- The usage of Blazor.Diagrams - June 11, 2024 - How to use Blazor.Diagrams.
2. Awesome Angular
Blogs / Google Developer Experts
Books / Google Developer Experts
- Angular for Enterprise Applications -
Packt Publishing
Node / Google Developer Experts
- create-tauri-app (⭐973) - Rapidly scaffold out a new Tauri app project.
Markdown / Google Developer Experts
- ngx-remark (⭐6) - Render markdown with custom Angular templates.
3. Awesome Azure Openai Llm
Vector Database Comparison
- pgvector (⭐11k): Open-source vector similarity search for Postgres [Apr 2021] / pgvectorscale (⭐808): 75% cheaper than pinecone [Jul 2023]
DSPy / DSPy optimizer
Automatic Few-Shot Learning
As a rule of thumb, if you don't know where to start, use
BootstrapFewShotWithRandomSearch
.If you have very little data, e.g. 10 examples of your task, use
BootstrapFewShot
.If you have slightly more data, e.g. 50 examples of your task, use
BootstrapFewShotWithRandomSearch
.If you have more data than that, e.g. 300 examples or more, use
BayesianSignatureOptimizer
.
Automatic Instruction Optimization
COPRO
: Repeat for a set number of iterations, tracking the best-performing instructions.MIPRO
: Repeat for a set number of iterations, tracking the best-performing combinations (instructions and examples).
Automatic Finetuning
- If you have been able to use one of these with a large LM (e.g., 7B parameters or above) and need a very efficient program, compile that down to a small LM with
BootstrapFinetune
.
- If you have been able to use one of these with a large LM (e.g., 7B parameters or above) and need a very efficient program, compile that down to a small LM with
Prompt Guide & Leaked prompts / Prompt Template Language
- In-The-Wild Jailbreak Prompts on LLMs (⭐1.8k): A dataset consists of 15,140 ChatGPT prompts from Reddit, Discord, websites, and open-source datasets (including 1,405 jailbreak prompts). Collected from December 2022 to December 2023 [Aug 2023]
Finetuning / PEFT: Parameter-Efficient Fine-Tuning (Youtube) [24 Apr 2023]
- LoRA learns less and forgets less: Compared to full training, LoRA has less learning but better retention of original knowledge. [15 May 2024]
Other techniques and LLM patterns / Llama Finetuning
- What We’ve Learned From A Year of Building with LLMs: A practical guide to building successful LLM products, covering the tactical, operational, and strategic. [8 June 2024]
- Mamba: Linear-Time Sequence Modeling with Selective State Spaces [1 Dec 2023] git (⭐12k): 1. Structured State Space (S4) - Class of sequence models, encompassing traits from RNNs, CNNs, and classical state space models. 2. Hardware-aware (Optimized for GPU) 3. Integrating selective SSMs and eliminating attention and MLP blocks ref / A Visual Guide to Mamba and State Space Models ref [19 FEB 2024]
- Mamba-2: 2-8X faster [31 May 2024]
Trustworthy, Safe and Secure LLM / GPT series release date
- Extracting Concepts from GPT-4: Sparse Autoencoders identify key features, enhancing the interpretability of language models like GPT-4. They extract 16 million interpretable features using GPT-4's outputs as input for training. [6 Jun 2024]
MLLM (multimodal large language model) / GPT series release date
- MiniCPM-V (⭐11k): MiniCPM-Llama3-V 2.5: A GPT-4V Level Multimodal LLM on Your Phone [Jan 2024]
Section 9: Applications and Frameworks / Korean
- Awesome LLM Apps (⭐2.9k): A curated collection of awesome LLM apps built with RAG and AI agents. [Apr 2024]
LLMOps: Large Language Model Operations / Math
- Ragas (⭐6.2k): Evaluation framework for your Retrieval Augmented Generation (RAG) [May 2023]
- DeepEval (⭐2.7k): LLM evaluation framework. similar to Pytest but specialized for unit testing LLM outputs. [Aug 2023]
4. Awesome Ironsworn
Resources / Ironsworn
- Starforged Moves Starter - Cheatsheet of the most important moves in Starforged, aimed especially at new players
- Starswoosh - Starforged quick reference for e-readers
5. Awesome Inertiajs
Adapters / Server-side
6. Awesome Vue
Components & Libraries / UI Components
- vue-wheel-spinner (⭐4) - A simple, customizable wheel of fortune component. See Demo
7. Awesome Neovim
Utility / Diagnostics
- ChuufMaster/buffer-vacuum (⭐10) - Set a maximum number of buffers to keep open and intelligently delete the oldest buffers over the maximum.
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