Here is a cheat sheet listing the key components of an end-to-end MLOps platform. The main advantage of a platform like @abacusai
: You can get most of these components out of the box in an integrated solution.
TOOLS
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Key Components of End-to-End MLOps Platform Solutions
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Streamlit: Fast Data App Development Without Frontend Knowledge
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@streamlit is one of the most useful and fastest way to build quick data apps without knowing any front-end technologies. If you are looking to learn how to build streamlit apps with code examples then check out the below repo is a must checkout -
Airbyte partners with Prefect for data integration
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have not personally but Airbyte is very happy to be a Prefect partner!
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MLflow 2.0 Simplifies Data Science Workloads and MLOps
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#MLflow 2.0 has entered the chat By simplifying #data science workloads and delivering innovative, first-class tools for #MLOps, MLflow is now better than ever. See the latest updates https://
dbricks.co/3tAv3qy -
Quizgecko: AI-Powered Quiz Generation from Text
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Quizgecko generates quizzes from a given text paragraph using AI. You can generate 3 questions for free from each text input. https://
futurepedia.io/tool/quizgecko #futurepedia #ai #puzzle -
Externalizing Brainstorming with AI for Creative Ideas
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I tend to externalise brainstorming. Explain things and use questions and other input to finalize ideas. AI is great for that. Here a few quick children book ideas i randomly made up to see what has merit.
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MLOps: Implementing Procedures and Best Practices for AI Production
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Adopting MLOps means putting in place procedures and best practices to maintain models for executing artificial intelligence inferences in production formally and efficiently. The name mimics the DevOps nomenclature model. Microblog and social design by @antgrasso #MLOps #AI
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Fast DistilBERT Pipeline for CPU Inference Optimization
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Fast DistilBERT on CPUs. @HaihaoShen
, @ZafrirOfir
, Bo Dong, Hengyu Meng, Xinyu Ye, Zhe Wang, Yi Ding, Hanwen Chang, Guy Boudoukh, @MosheWasserblat propose a new pipeline for creating and running Fast Transformer models on CPUs -
Hyperwrite AI Chatbot Alternative to ChatGPT Now Available
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While OpenAI ChatGPT is under heavy load, you can use our version! The UI might not be as pretty (yet), but with no signup restrictions, you can use it NOW to help you with your writing and pretty much anything else. Try it here: https://
hyperwriteai.com/chatbot -
Pivoting Strategy: Improving Results Through Better Prompt Architecture
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so now I am pivoting and basically just going to try better prompt architecture within the application to get good results, I had some fun playing around with simple prompts like this already so I know it could work somewhat well