IBM Data, AI & Automation

RAG vs. CAG - what's the difference? Watch IBMer Martin Keen explain their strengths in real-time retrieval, scalability and efficient workflows to address knowledge gaps for smarter AI systems → https://ibm.co/3Rpyk7G

Can you build agentic workflows without needing extremely large, costly LLMs? The answer is yes. In this tutorial, we'll show you how with IBM Granite. ?

There's been a lot of talk of organizations leveraging 3rd party models, but AI governance has taken a backseat. ???????? ??????????????'?? ???? ?????? ????????. AI governance is key for maintaining AI that is: ? Safe ? Transparent ? Responsible Here's how to leverage these models while maintaining proper governance for your organization → https://ibm.co/4hjWXxi

Traditional monitoring tools are struggling to keep up with complex IT environments - it's time to make a change. Here's why switching to observability can make all the difference ?

We're excited to announce a collaboration with Astronomer to help bring seamless data orchestration to clients → https://ibm.co/4kQ4aIm ?????? ???? ???????? ???????????????????? ? Astronomer is the commercial driver and main contributor to the Apache Airflow project, used by over 15,000 data engineering teams to build, schedule and orchestrate pipelines for analytics and AI applications. ????????'?? ?????? ???????? ?????????????? ? This collaboration will broaden our existing data integration technologies to seamlessly work the popular opensource Apache Airflow project. This will strengthen our positioning within cloud-native and open source-first engineering teams with enterprise-grade data security, governance and orchestration needs.

We’re excited to announce new collaborations with NVIDIA! Learn more about how IBM and NVIDIA are working together to help build AI solutions for enterprises: https://ibm.co/3FE8HO0

A better together story, an IBM story... ;-) Join Edward Calvesbert / watsonx.data, Scott Brokaw / Data Integration and myself / Data Intelligence where we get down into the details, demos, around data and its role in enterprise AI. ?AI Is Ready—Is Your Data?? Only about?1% of enterprise data?is being utilized for GenAI.?You can change that NOW?with the right strategy. Join IBM product leadership and: ?? Learn how to unlock the full potential of your data for AI ?? Dive into the technology with demos ?? Hear about organizations fueling?AI?with their?enterprise data ?? Get your enterprise data?AI-ready?to drive impactful AI use cases today! Don’t wait—the future of AI is data-driven. March 25, 2025?|?1:00 PM EDT ?? Register for the webinar now: https://ibm.biz/BdGNuC

? Fulfill online orders ? Simplify and optimize operations ? Manage customer service via call centers See how companies like Advance Auto Parts and Tiendas Del Sol - Woolworth are leveraging AI to accomplish these tasks today: https://ibm.biz/BdG5Jj

?? ???????? ???????????????? ?????? ???????? ???????? ?????????????? ???? ???? ???????????? ?????? ??????! ? Do not miss them. These courses are: - Top-rated and expertly taught - Perfect for both newbies and pros - Can be completed in one day or less [ Save now ] 1. ???????????????????????? ???? ???? ???????????? ?????????? ?????? ?????? ?????????????????? (??????): ?? https://lnkd.in/eNBMM4MR 2. ?????????? ???????????????? ?????????? ???????????? (???????????????? ????????????????????): ?? https://lnkd.in/en3k6ucW 3. ???? ?????????????? ???????????? ???????????????? ???????? ?????????????? (??????????????????): ?? https://lnkd.in/ddTkbhuK 4. ???? ???????????? ???? ?????????????????? (??????????????????): ?? https://lnkd.in/edGSVgx8 5. ???????????????????? ?????????????? ?????????????????? ???????? ???????????? ?????????????? (??????): ?? https://lnkd.in/esfj-M4R 6. ?????? ???? ?????????? ?? ?????????? ?????????? ???? ???????????? (??????): ?? https://lnkd.in/eWx9wkP8 ???????????? ???????????? ???????? ?? ???? ???????? ???????????? ?????????? ?????????????? ?????? ???????????? Andreas Horn ?????? ???????? ?????????? ???????? ????????. Enjoy!

How are AI models created? Watch IBMer Martin Keen walk through a ??? step framework for building and deploying them below.??