Pathway

Drowning in slides, lots of slides? Turns out a solution is just a few lines of Pathway code away: https://lnkd.in/eSAMieed Now you can have all your presentations indexed and searchable - try it now!

Our latest app template on Pathway makes it easy to build applications that deliver up-to-date answers from your files stored on SharePoint: https://lnkd.in/gjqiG4Vg Microsoft SharePoint is to enterprises what Google Drive is to consumers. Thousands of employees at large corporations collaborate and make changes in Microsoft SharePoint folders, making it a valuable data source for RAG / Gen AI applications to boost productivity. Our app template helps you achieve that while ensuring: ✔️ Real-Time Sync with changes in your SharePoint files. ✔️ Security and Scalability, ideal for business use. ✔️ Ease of Setup to help you run our app template in Docker within minutes. ✔️ Cost-Effectiveness and Accuracy with advanced methods detailed in our linked guide. Get Started Now! 🚀 PS – While this isn't my first resource for the dev community, it is my first app template published by Pathway. Let me know what you think and if you have any questions. :) Built with: Microsoft for Startups | Docker, Inc | Pathway | OpenAI

Running a startup even as a CTO means doing sales, and sales means drowning in slides, lots of slides 💯📜 . Turns out a solution is just a few lines of Pathway code away, and we made one: https://lnkd.in/d-Zk5ans Now we have all presentations indexed and searchable, it was so helpful that we are releasing the code - let me know if you give it a try 🚀!

Now you can index slides from all the presentations you have on your drive! - Turn each slide into an image - Use GPT-4o to extract data from the images - Index the results - Query the data The team from Pathway build an open-source app that it doing exactly that. Here's the link: https://lnkd.in/eGAY_EYu Check it out and give them a star! Thanks Pathway for letting me play with the app and for supporting our community!

Now you can index slides from all the presentations you have on your drive! - Turn each slide into an image - Use GPT-4o to extract data from the images - Index the results - Query the data The team from Pathway build an open-source app that it doing exactly that. Here's the link: https://lnkd.in/eGAY_EYu Check it out and give them a star! Thanks Pathway for letting me play with the app and for supporting our community!

Latest addition to Pathway's App Templates: MultiModal RAG Pipeline (MM-RAG) for PDFs with Tables! 📄 Traditional RAG struggles with important details within tables which is addressed by the method used here. The responses are significantly superior, and this can be tweaked to support charts, images, or optimized with rerankers, adaptive RAG, etc. You can run the pipeline as a containerized solution via Docker or quickly test it out within Google Colab. The steps are here: https://lnkd.in/d4aYpsqi  Pathway's incremental data pipeline here: – Extracts tables as images during the parsing process.  – GPT-4o explains the content of the table in detail.  – Saves the table content with the document chunk into the index, making it easily searchable. User queries are sent to the LLM with the relevant context including parsed tables. Pathway's in-memory incremental indexing preprocesses and indexes your data in real time, always providing up-to-date answers even if a new PDF is added or deleted from your data store. #RAG #finance #GPT4o #Pathway #multimodal #AI #GoogleColab #jupyter

Building Dynamic RAG Apps is a breeze with LangChain + Pathway! 🚀 Check out the App Template by Szymon Dudycz that helps you get started with your dynamic RAG app in Google Colab using your own data in minutes: https://lnkd.in/dPZb8vM3 LangChain is a popular framework for working on RAG applications. But as changes occur in data sources, developers often struggle a lot. ETL pipelines become messy, and keeping up with these changes becomes a headache for developers. Pathway's integration with LangChain solves this problem by ensuring your applications always provide up-to-date knowledge. With Pathway's incremental updates: ✔️ Easily monitor several data sources for any data changes (insertions/deletions/changes) ✔️ Instantly sync your RAG apps ✔️ Avoid complex ETL adjustments from Day 1 Try this app template within Colab and streamline your RAG solutions for production. Pathway is also available natively as a vector store within the LangChain ecosystem. Check the link in the comments for details! #RAG #DynamicRAG #LLM #ETL #Pathway #LangChain #Realtime

A few weeks ago, I had the pleasure of being on the BNP Paribas stage at Vivatech! The conversation focused on the power of AI and real-time data, emphasizing the critical role of "always fresh" data to ensure AI and ML models stay up-to-date and accurate. If you are building real-time intelligent applications and data pipelines, and need to integrate AI/ML models, let's chat! Full video: https://lnkd.in/egiTTSQj #BNPPForTech #AI #RealTimeData #BNPParibas

Now you can do Kafka ETL in Python! Kudos to this explainer and easy-to-run explainer with Pathway by Olivier Ruas, PhD. 🚀 Imagine you’ve been hired by a fraud-detection company monitoring logs from servers in New York and Paris. The logs have different time zones: You need to unify these different time zones into a single format to maintain data integrity. This is where ETL comes in. Kafka is a popular tool to build ETL pipelines that many companies use. But, it’s mainly used by Java and Scala developers, making it tricky for data scientists and ML engineers Enters Kafka ETL with Python using Pathway: Pathway, a faster framework built on Rust, can be used via a Python interface. As a Python developer, you can build ETL pipelines over Kafka in pure Python without compromising on performance. ✔️ Extract (E): Extract data streams from Kafka using Pathway Kafka input connectors. ✔️ Transform (T): Convert times with varying time zones into unified timestamps using Pathway’s datetime module. ✔️ Load (L): Load the final data stream back into Kafka. The entire script is available as a Pathway App Template, which can be run via Docker in minutes. Read the full tutorial and access the GitHub repository here: https://lnkd.in/gYB-NZwj #Pathway #Kafka #ETL #Python #DataEngineering #OpenSource

Viva Technology was a blast! It was great to discuss entrepreneurship in a fireside chat on Stage One and an honor to present the incredible Albane Dersy from inbolt as the Female Founder Challenge winner! Huge congrats, Albane! Similarly as last year, all of this right before Elon Musk's talk 😉 The three days at Vivatech were a fantastic opportunity to reconnect with happy customers like Transdev, CMA CGM, La Poste Groupe, and many others! We had a chance to discovered amazing, delighted users of Pathway (big shout-out to Mazars!). It was also a wonderful opportunity to deep dive with Innovation Leaders who are passionate about implementing AI with Pathway. Exciting news to come - stay tuned! #AI #data #Womenintech