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Jacek Laskowski

@books.japila.pl

Freelance Data(bricks) Engineer • Databricks MVP • #ApacheSpark #MLflow #DeltaLake #UnityCatalog #Databricks #Python #uv • Java Champion • ASF member • he/him Into #LLMOps #MLOps #GenAI https://www.linkedin.com/in/jaceklaskowski

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Latest posts by Jacek Laskowski @books.japila.pl

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Thanks @waitingforcode.bsky.social for the book! 👏👏👏

I'd read a few chapters already while in writing, but a hardcopy is so much better experience! 💯💖📚

#books #reading #DataEngineering

06.06.2025 16:04 👍 4 🔁 0 💬 1 📌 0
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🚀 Build trustworthy generative AI agents with LangChain LangGraph, Amazon SageMaker AI, and #MLflow!

Trace behavior, log metrics (including RAGAS), and manage versions with built-in governance to move from testing to production with confidence.

Learn more 👉 aws.amazon.com/blogs/machin...

#oss

29.05.2025 18:59 👍 2 🔁 3 💬 0 📌 0
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Have you heard the news? #MLflow now supports tracking for DSPy optimization workflows—just like it does for #PyTorch training!

Keep reading to see what this means for your #LLM projects… 👇

#opensource #dspy #oss

30.05.2025 15:08 👍 7 🔁 3 💬 1 📌 0
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Building Reliable AI Systems with MLflow GenAI projects tend to get complicated quickly. They often have many components, including both deterministic functions and GenAI model calls, and use models from multiple different providers. In this...

🎥 The recording for "Building Reliable AI Systems with MLflow" is now live! Learn how to use MLflow tracing, evaluation, custom models, and deploy on #Databricks.

Simplify complex GenAI projects! Watch now: maven.com/p/af7339

#opensource #oss #mlflow

22.05.2025 15:10 👍 4 🔁 2 💬 0 📌 0
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📣 Reminder: the next #MLflow Community Meetup is THIS Wednesday, May 21 @ 4PM PT!

What to Expect:
🔹 𝐌𝐋𝐟𝐥𝐨𝐰 𝟑 𝐌𝐢𝐠𝐫𝐚𝐭𝐢𝐨𝐧 𝐟𝐨𝐫 𝐎𝐒𝐒 𝐔𝐬𝐞𝐫𝐬
🔹 𝐌𝐚𝐬𝐭𝐞𝐫 𝐀𝐠𝐞𝐧𝐭𝐢𝐜 𝐀𝐈 𝐃𝐞𝐯𝐞𝐥𝐨𝐩𝐦𝐞𝐧𝐭 𝐰𝐢𝐭𝐡 𝐌𝐚𝐧𝐚𝐠𝐞𝐝 𝐌𝐋𝐟𝐥𝐨𝐰

📍 Streaming LIVE on LinkedIn, YouTube & X
👉 Register now: lu.ma/mlflow521

#opensource #oss #mlops

19.05.2025 15:00 👍 2 🔁 1 💬 0 📌 0
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MLflow Prompt Registry streamlines prompt engineering for #GenAI. Effortlessly version, track, and reuse prompts across your organization for better consistency and collaboration. ✅

🎥 Check out this 1-minute video to see it in action!

🔗 Learn more: mlflow.org/docs/latest/...

#opensource #oss

20.05.2025 21:03 👍 2 🔁 1 💬 0 📌 0
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In #Databricks ML (a hosted #MLflow), models are considered functions 👍 Makes a lot of sense IMHO.

Interestingly, there's another way to refer to a model.

As a "routine"! 🤯

In Databricks CLI, --force argument is only supported for functions (not model-versions) 😉

18.05.2025 16:21 👍 1 🔁 0 💬 0 📌 0
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MLflow Community Meetup – May 21 · Luma Join the MLflow Community Meetup – May 21 @ 4PM PT 🚀 ✅ What to Expect: 🔹 MLflow 3 Migration for OSS Users: Learn how to upgrade your workflows and take…

📣 Just 1️⃣ week to go!

Join the MLflow Meetup on Wed, May 21 @ 4PM PT:
🔹 𝗠𝗶𝗴𝗿𝗮𝘁𝗶𝗻𝗴 𝘁𝗼 𝗠𝗟𝗳𝗹𝗼𝘄 𝟯.𝟬: New model eval APIs, observability, & migration tips
🔹 𝗔𝗴𝗲𝗻𝘁𝗶𝗰 𝗔𝗜 𝘄𝗶𝘁𝗵 𝗠𝗮𝗻𝗮𝗴𝗲𝗱 𝗠𝗟𝗳𝗹𝗼𝘄: Nebius + MLflow with prompt registry, tracing, eval tools

📍 Live on LinkedIn, YouTube & X
🔗 RSVP: lu.ma/mlflow521

14.05.2025 21:29 👍 1 🔁 1 💬 0 📌 0
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Curious about improving #LLM trustworthiness? 🤔

Check out how Cleanlab's Trustworthy Language Models (TLM) integrates with #MLflow! TLM analyzes both prompts and responses to flag potentially untrustworthy outputs-no ground truth labels required.

🔗 Learn more: mlflow.org/blog/tlm-tra...

#oss

15.05.2025 18:11 👍 3 🔁 2 💬 0 📌 0

FWIW there are some changes required. PRs in the works... 😊

#ApacheSpark #DeltaLake #UnityCatalog

17.05.2025 12:24 👍 1 🔁 0 💬 0 📌 0
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Got the whole stack working! The latest versions of #ApacheSpark 4.0.0 RC6, #UnityCatalog 0.3.0-SNAPSHOT and #DeltaLake 3.4.0-SNAPSHOT all work together! 🎉

16.05.2025 18:50 👍 1 🔁 0 💬 1 📌 0
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Release v4.0.0-rc6 · apache/spark Preparing Spark release v4.0.0-rc6

A'ha, we've got a brand new #ApacheSpark 4.0.0 RC6 that may've "broken" my local builds of #UnityCatalog and #DeltaLake! 🤨

github.com/apache/spark...

16.05.2025 17:46 👍 1 🔁 0 💬 1 📌 0
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Don't remember when/if I ordered the book, but it's worth my time so far 📖💯 The first 10 pages were very engaging ❤️

Designing LLMs Applications from @oreilly.bsky.social 👍

#books #reading #LLM

14.05.2025 21:43 👍 4 🔁 1 💬 0 📌 0
This Month in MLflow – April 2025
This Month in MLflow – April 2025 YouTube video by This Month in MLflow

April Recap in MLflow 🚀

MLflow Ambassador Awadelrahman Ahmed highlights MLflow v2.22.0, including #OpenAI Responses API, async tracing, #Gemini in AI Gateway, and ADLS support.

Plus, MLflow hit a major milestone-20,000 GitHub stars! 🌟

🎥 Check out the full recap: www.youtube.com/watch?v=YWwE...

05.05.2025 13:55 👍 3 🔁 2 💬 0 📌 0
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MLflow Office Hours | May 14 · Zoom · Luma 📣 Join us for MLflow Office Hours next Wednesday, May 14 for an open Q&A session with MLflow maintainers and contributors! Whether you're managing models in…

📢 Mark your calendars! #MLflow Office Hours returns Wednesday, May 14!

Join the MLflow maintainers and contributors for an open Q&A-your chance to get direct, technical feedback on everything from managing models in production to experimenting with #LLM workflows. ✅

🔗 REGISTER: lu.ma/mlflow514

06.05.2025 19:06 👍 1 🔁 1 💬 1 📌 0
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Discover how the #MLflow Model Registry with MinIO streamlines model management: register, version, add metadata, set lifecycle stages (Staging, Production, Archived), use aliases, and track lineage-all via API or UI.

🔗 Learn more: blog.min.io/mlflow-model...

#opensource #oss

09.05.2025 15:02 👍 2 🔁 1 💬 0 📌 0
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3️⃣0️⃣ Days until #DataAISummit!

MLflow community members get 50% off registration! 🎉

Want the code? Drop a comment below and we’ll DM it to you.👇

🗓️ June 9–12
📍 San Francisco, CA

⏳ Hurry—this offer ends Sunday, May 25!

🎟️ Learn more: www.databricks.com/dataaisummit

#opensource #oss #MLflow #genai

10.05.2025 21:34 👍 4 🔁 1 💬 0 📌 0
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Productivity boost arrived! 🏆

Building #UnityCatalog OSS took...1s! 🤯

Next up are #ApacheSpark 4.0.0 RC4 and #DeltaLake 3.4.0-SNAPSHOT

#macmini #m4pro

01.05.2025 18:14 👍 0 🔁 0 💬 0 📌 0
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🚀 MLflow Go: Supercharge experiment tracking at scale!

G-Research’s Go backend is a drop-in replacement for the #MLflow server, delivering faster logging, queries, and scalability for big data workloads.

🔗 Read the full blog post: mlflow.org/blog/mlflow-go

#opensource #oss #linuxfoundation

30.04.2025 14:51 👍 2 🔁 1 💬 0 📌 0
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MLflow for Machine Learning Development (New) - YouTube MLflow for Machine Learning Development Repository: https://github.com/manuelgilm/mlflow_for_ml_dev This repository is part of the playlist on Youtube named:...

The MLflow for Machine Learning Development course by Manuel Gil is a new course (second version) for getting started with MLflow for machine learning applications. The course focuses on the MLflow core functionality and workflow.

Video 📽️: www.youtube.com/playlist?lis...

#mlops #machinelearning

21.04.2025 16:58 👍 9 🔁 4 💬 1 📌 0
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Windsurf vs. Cursor: AI Coding Tools Price War Explained Discover how Windsurf is undercutting Cursor in the AI coding tools race. Learn about pricing, OpenAI ties, and what this means for developers.

Windsurf vs. Cursor: AI Coding Tools Price War Explained

www.techticia.com/2025/04/wind...

24.04.2025 15:05 👍 2 🔁 1 💬 0 📌 0
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Building Advanced Reasoning Agent Teams with Agno & MLflow 🚀

This blog shows how MLflow Prompt Registry enables PromptOps with modular workflows, centralized prompts, and long-term memory via Qdrant MCP.

📖 Full blog: medium.com/@manthapavan...

#opensource #oss #mlflow #agno #llmops

23.04.2025 15:56 👍 4 🔁 1 💬 0 📌 0

Did you miss April's MLflow Community Meetup? Have no fear! The full recording is available on the #MLflow YouTube channel.

Watch here ➡️ www.youtube.com/watch?v=cXe1...

#opensource #llmops #linuxfoundation

24.04.2025 14:05 👍 2 🔁 1 💬 0 📌 0
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Build a conversational AI app using AWS Bedrock + MLflow! ⚒️

Set up Action Groups, connect Knowledge Bases, and use #MLflow to trace, track, and monitor every request across your agent stack.

🔗 Dive in: mlflow.org/blog/bedrock...

#opensource #oss #awsbedrock #conversationalai

24.04.2025 14:45 👍 2 🔁 1 💬 0 📌 0

Is this April 29th or 30th? 🤔

23.04.2025 06:38 👍 0 🔁 0 💬 1 📌 0
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Whether you’re tuning a prompt or training a model, MLflow helps you understand what’s happening under the hood — so you can iterate faster and build better. ✅

MLflow documentation ➡️ mlflow.org/docs/latest/...

#mlflow #dspy #opensource #oss

21.04.2025 19:22 👍 4 🔁 2 💬 0 📌 0
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MLflow now supports tracking for #DSPy (Community) optimization — just like it does for @pytorch.org training! 🙌

#MLflow is the first to bring full visibility into DSPy’s prompt optimization process. More observability, less guesswork.

Get started today! ➡️ medium.com/@AI-on-Datab...

#opensource

21.04.2025 19:20 👍 5 🔁 3 💬 1 📌 0
MLflow Tracing: Introduction & Tutorial
MLflow Tracing: Introduction & Tutorial YouTube video by MLflow

Explore how #MLflow Tracing enhances observability in #GenAI applications! 🙌

In this video, @danliden.com provides a hands-on demonstration of setting up MLflow Tracing and discusses its benefits for debugging, experimentation, and data organization.

🎥 Watch now: youtu.be/X5P-zvGGE0g?...

#oss

21.04.2025 20:17 👍 3 🔁 2 💬 0 📌 0
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MLflow Community Meetup | April 23 · Luma Join us for the next MLflow Community Meetup — Wednesday, April 23 at 4PM PT! We’re bringing two exciting presentations to the community: 🔹 MLflow + DSPy…

📣 Next Wed, April 23 @ 4PM PT: Join the #MLflow Community Meetup!

We're diving into powerful new integrations that elevate #GenAI + data quality:

🔹 MLflow + DSPy: Track, compile, and scale #LLM workflows
🔹 Cleanlab + MLflow: Automate & trust every datapoint and prediction

🔗 RSVP: lu.ma/mlflow423

17.04.2025 16:14 👍 1 🔁 1 💬 0 📌 0
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MLflow Tracing adds observability to #GenAI workflows — logging inputs, outputs, and reasoning steps. But what if your #LLM provider isn’t supported out of the box? 🤔

This blog shows how to go beyond autologging by adding tracing to the Ollama Python SDK.

📖 Full post → mlflow.org/blog/custom-...

17.04.2025 17:38 👍 1 🔁 1 💬 0 📌 0