Senior Manager Data Science and Engineering at ๏ฃฟ | Docker Captain ๐ณ| Time-series analysis & forecasting My newsletters: Weekly updates: https://ramikrispin.substack.com AIOps: https://theaiops.substack.com Forecasting: https://theforecaster.substack.com
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Introducing Databot: an AI assistant for exploratory data analysis in #Python and #RStats! A research preview in Positron, Databot is a tireless pair programmer to help you explore data. Learn more about this tool and our philosophy behind it: ๐ค posit.co/blog/introdu... โ ๏ธ posit.co/blog/databot...
This looks like a great playlist for those who want to start with Claude Code ๐๐ผ www.youtube.com/playlist?lis... #ai #aiops #llm
The second tutorial in this series focuses on working with Python and LLMs locally with the DMR: medium.com/data-science...
Thanks, late-night Midjourney experimentation ๐บ
My weekly newsletter is out! ramikrispin.substack.com/p/the-snakem... #llm #ai #python
If youโre interested in weekend learning, my LinkedIn Learning course โ Data Pipeline Automation with GitHub Actions Using R and Python โ is available for free for a limited time. www.linkedin.com/posts/rami-k... #rstats #python #datascience
My Docker Model Runner tutorial is also available on Medium (for paid subscribers). Alternatively, for non-subscribers, it is open in my newsletter. medium.com/data-science... AIOps newsletter: theaiops.substack.com #ai #docker #datascience
I guess the term interactive might be misleading. It is an animation of a flow chart rendered as a GIF
I think someone needs to say it out loud: this trend of interactive diagrams on LinkedIn about AI workflow has gotten out of control ๐ Also, this is my face when trying to track dozens of moving arrows in some agentic framework chart ๐๐ผ
Mastering Claude Code in 30 minutes ๐ A great talk about Claude Code by one of the tool's lead developers, Boris Cherny. www.youtube.com/watch?v=6eBS... #ai
My weekly newsletter is out! This week: ๐น Open Source of the Week - The PandasAI project ๐น New learning resources ๐น Book of the week - Learning SQL by Alan Beaulieu ๐ Join 30k subscribers and subscribe for weekly updates. ramikrispin.substack.com/p/the-pandas... #ai #python #datascience #sql
Are you looking for something to read on the weekend? Here is a curated list of data (science, AI, engineering) newsletters. ramikrispin.substack.com/p/data-newsl... #ia #datascience #mlops
OpenAI enables users to access GPT-5 for free. I assume that this move is related to the new model's low adoption or disappointment with its release. #ai #openai #llm
And here is the tutorial: theaiops.substack.com/p/running-op...
I created a short tutorial for how to run LLMs locally with R using Docker Model Runner ๐ณ and the ellmer ๐ library ๐๐ผ theaiops.substack.com/p/running-op... #rstats #docker #ai #llm
After I set up a Python environment to run LLMs locally with Docker Model Runner, I wondered if you could use the same workflow with R. The short answer is, "Hell Yeah!" It took me 5 minutes to run LLMs with R using the ellmer library. Working on a step-by-step tutorial... #RStats #LLM #Docker
My weekly newsletter is out! This week: ๐นOpen Source of the Week - The NNS project ๐นNew learning resources ๐นBook of the week - The Machine Learning Q and AI by Sebastian Raschka ๐ Join 30k subscribers and subscribe for weekly updates. ramikrispin.substack.com/p/the-nns-pr... #rstats #python #llm
All three books I've co-authored are freely available online for non-commercial use: - #Bayesian Data Analysis, 3rd ed (aka BDA3) at stat.columbia.edu/~gelman/book/ - #Regression and Other Stories at avehtari.github.io/ROS-Examples/ - Active Statistics at avehtari.github.io/ActiveStatis...
Nice!
In addition to the generate function mentioned above, you can generate a simulation for most of the stats models from the stats library with the simulation function or with a model-specific wrapper such as arima.sim stat.ethz.ch/R-manual/R-d...
5๏ธโฃ Prophet - a library from Meta that is based on Bayesian optimization and follows the sklearn model API. The library also has a Python API ๐: facebook.github.io/prophet/docs...
4๏ธโฃ Stats - R core library for statistical applications includes a set of functions for time series forecasting from ARIMA and Holt-Winters to linear regression models ๐: stat.ethz.ch/R-manual/R-d...
3๏ธโฃ modeltime.gluonts - is another library in the modeltime ecosystem that provides deep learning applications for forecasting. This library integrates the Python GluonTS Deep Learning library and provides implementation for deep learning models: ๐: business-science.github.io/modeltime.gl...
2๏ธโฃ Modeltime - provides a set of functions and tools for forecasting with machine learning models. This library by Matt Danchu is part of the model time ecosystem, and it provides a wrapper for the tidymodels models ecosystem ๐: business-science.github.io/modeltime/
1๏ธโฃ Fable - the successor of the legendary Forecast library from Prof. Rob Hyndman and his team. It is part of the tidyverts ecosystem, providing a set of tools for statistical forecasting. This includes models such as ARIMA, ETS, TSLM, VAR, etc. ๐: fable.tidyverts.org
Five R libraries for time series forecasting ๐๐ผ The R language has a rich ecosystem for time series analysis and forecasting. Here are five libraries for time series forecasting applications: #RStats #timeseries #machinelearning #datascience
My weekly newsletter is out! This week: ๐นOpen Source of the Week - OpenAI's new open-source models ๐นNew learning resources ๐นBook of the week - Analytics Engineering with SQL and dbt by Rui Machado and Hรฉlder Sousa Russa ramikrispin.substack.com/p/openai-ope... #openai #ai #llm #machinelearning
๐ณ+๐ค = ๐ This is the third tutorial on the Docker Model Runner sequence, which focuses on pulling and running LLMs locally from Hugging Face with DMR. theaiops.substack.com/p/docker-mod... #python #docker #ai #llm
GPT-5 is here! openai.com/index/introd... #ai #llm
This looks like a great resource for getting started with Databricks. This course by Baลak Tuฤรงe Eskili and Maria Vechtomova is a hands-on introduction to machine learning deployment workflow on Databricks. www.youtube.com/playlist?lis... #mlops #machinelearning
Holy ๐ฎ, TIL that Draw.io has a YouTube channel and that you can create multi-page diagrams โค๏ธ www.youtube.com/watch?v=1AW3...
Thanks for reading my promotional posts for the last year. Onto the next.
I'm planning to try it with Docker Model Runner. It does not have support yet, but I believe once the model is (if it isn't already) in a GGUF format, it should be straightforward to run it locally.
History repeats itself.. OpenAI opened two models today, and they are available on Hugging Face ๐ค. Long term, the competition will do the work, and we see LLMs fully open source, as it was with deep learning algorithms and other applications. huggingface.co/openai/gpt-o... #opensource #ai #llm
Thanks! fixed
This week, I am on vacation in Austin, TX. Besides spending time with my family, I am working on a new book about time series forecasting using regression models ๐. To motivate myself to write more often, I started a new newsletter about forecasting: theforecaster.substack.com #timeseries
Code with Claude ๐๐ผ This looks like a great playlist. Anthropic released its developer conference. The conference included a variety of talks, keynotes, and tutorials focusing on Anthropic API, tools, MCP, prompt engineering, and vibe coding. www.youtube.com/playlist?lis... #ai
My weekly newsletter is out! This week's agenda: ๐ ๏ธ The social-media-kit project ๐ New learning resources ๐Book of the week - Models Demystified by Michael Clark and Seth Berry ๐ Join 30k subscribers and subscribe for weekly updates. ramikrispin.substack.com/p/new-book-m... #datascience #ai
This is super cool, setting up n8n automation with Python ๐: www.youtube.com/watch?v=xhoO... #python #n8n
Nearly one year after launching my newsletter, it reached the milestone of 30,000 subscribers today! Thanks to all subscribers across all platforms! ๐๐ผ
Microsoft Developer released a new course yesterday - MCP for Beginners, which introduces the Model Context Protocol. This one-hour course by April Gittens covers the core concepts of MCP, security, supporting tools, etc. ๐ฝ๏ธ: www.youtube.com/playlist?lis... #AI #AIOps
This post is only on Substack, but it is open and accessible.
I created a step-by-step guide for working with LLMs running locally with Docker Model Runner using the Python SDK. This approach applies to other OpenAI SDKs like JavaScript, Java, Go, .NET, etc. theaiops.substack.com/p/running-ll... #docker #llm #python
My weekly newsletter is out! This week's agenda: ๐ ๏ธ The Ibis project ๐ New learning resources ๐Book of the week - LLMOps by Abi Aryan ๐ Join 29k subscribers and subscribe for weekly updates. ramikrispin.substack.com/p/the-ibis-p... #llm #ai #data #datascience
MIT released a new course that focuses on mathematical tools and proof techniques useful in computer science. This full-semester course, taught by Zachary Abel, Brynmor Chapman, and Erik Demaine: www.youtube.com/playlist?lis... #datascience #ai #machinelearning
Holy ๐ฎ www.youtube.com/watch?v=ugSH...
Getting Started with Docker Model Runner ๐ I created a step-by-step guide to getting started with Docker Model Runner (DMR). The DMR is a new Docker Desktop ๐ณ feature that enables the run of Large Language Models natively with Docker Desktop. ๐: theaiops.substack.com/p/getting-st... #docker #ai
I'm intrigued by the potential* for @posit.co 's {orbital} package to translates ML prediction logic to SQL, but for now it doesn't *officially* support xgboost In this post, I explain some hacks to use orbital + xgboost and what I learned about ONNX www.emilyriederer.com/post/orbital... #data
Python Lambda Function ๐ A short tutorial on how to use Lambda functions in Python. www.youtube.com/watch?v=j6FC... #python
My weekly newsletter is out! This week's agenda: ๐นOpen Source of the Week - The Orbital project ๐นNew learning resources ๐นBook of the week - LLMs in Production ๐ Join 30k subscribers and subscribe for weekly updates. ramikrispin.substack.com/p/the-orbita... #ai #llm #python #datascience
Python Object-Oriented Programming Explained A short and concise introduction to object-oriented programming (OOP) in Python by NearalNine www.youtube.com/watch?v=85cQ... #python
Thank you! I was not aware of that extension.
So many people around the world discovered what Apache Airflow is, and not for the right reasons ๐
Orbital - new OSS from Posit, looks super practical application for ML pipelines ๐๐ผ posit.co/blog/introdu... #python #rstats #datascience
This is a cool demo by Ajeet Singh Raina of setting up an AI chatbot using Docker Model Runner ๐ณ. www.youtube.com/watch?v=6sE8... #docker #ai #aiops
๐ Excited to share my latest open-source project: ๐ฆ๐ผ๐ฐ๐ถ๐ฎ๐น ๐ ๐ฒ๐ฑ๐ถ๐ฎ ๐๐ถ๐ - A comprehensive tool for managing content across multiple social platforms! ๐ ๐๐'๐ ๐ฐ๐ผ๐บ๐ฝ๐น๐ฒ๐๐ฒ๐น๐ ๐ณ๐ฟ๐ฒ๐ฒ ๐ฎ๐ป๐ฑ ๐ผ๐ฝ๐ฒ๐ป-๐๐ผ๐๐ฟ๐ฐ๐ฒ! Try it out and give it a star if you find it useful: github.com/terrytangyua...
Post to LI and BlueSky? Yes please. Looking forward to trying this out. Hoping Mastodon is added. ๐ฉ to @ramikrispin.bsky.social for the heads up on this one.
๐ง New OSS project - social-media-kit The social-media-kit by @terrytangyuan.xyz is a TypeScript application that provides a UI to handle social media posting on multiple platforms, such as LinkedIn, X, Mastodon, and Bluesky github.com/terrytangyua... #opensource
The following talk by Gurgen Hovakimyan focuses on concept drift. Concept drift refers to a change in the relationship between input data and the target variable in a machine learning model over time. www.youtube.com/watch?v=J1f4... #python #machinelearning
Maybe you have seen it, @docker.com has announced an amazing new offering called Offload to support fast and convenient development of GPU-driven AI workloads. You can find my adaption of it here: tobiasfenster.io/docker-offlo.... #DockerOffload
First issue of my new newsletter ๐ฅณ I created a short tutorial to get started with Docker Offload ๐๐ผ theaiops.substack.com/p/introducti... And yes, I had a fun weekend playing with Midjourney's new motion feature ๐ #docker #mlops #devops #cicd
Introduction to Docker Offload ๐ณ +โ๏ธ A short tutorial by Abhishek Veeramalla on running Docker containers on the cloud using Docker offload. www.youtube.com/watch?v=m42O... #docker #mlops #devops
Unfortunately, I don't have an experience with this type of visualization. Maybe @kylewalker.bsky.social would know have an example/tutorial for creating cartogram map.
More details are available in this week's newsletter edition: ramikrispin.substack.com/p/decoding-m...
Key features ๐ฏ ๐น Apply color gradients and highlights ๐น Add plots to table cells for visual data representation ๐น Embed FontAwesome icons ๐น Use pre-built themes for quick styling ๐น Utilize helper utilities for common table tasks License: MIT ๐ฆ Project repo: github.com/posit-dev/gt...
Open Source of the Week - the gt-extra library ๐๐ผ I share about an open-source project on my newsletter ๐๏ธ weekly. This week, the focus was on a new extension to the great tables (gt) Python library - gt-extra. #python #datascience #dataviz
How to Solve Problems with Text Embeddings and ML A short talk by Shaw Talebi about using text embeddings with an example of ideal customer avatar (ICA) analysis. www.youtube.com/watch?v=bNmC...
This is a mind blowing
Hands down the most useful intro to the core aspects of ETL that Iโve come across. Youโll work through examples of ingesting data from files, APIs, and relational dbs. The kicker: youโll have it set up in an awesome orchestrator and ready to run on a schedule! courses.dagster.io/courses/dags...
Season 3 is coming! www.youtube.com/watch?v=Wrk0...
My weekly newsletter is out! This week's agenda: ๐น Open Source of the Week - The gt-extra project ๐น New learning resources ๐น Book of the week - Decoding Machine Learning Interviews by Nirmal Budhathoki and Karun Thankachan ramikrispin.substack.com/p/decoding-m... #python #ai #datascience
Here is another one that I love:
I tried the Midjourney new video creation feature, and it is amazing! I created the following video by creating an image and then adding motion:
The following tutorial by Vinci Bits demonstrates how to leverage vibe coding and n8n to build a full-stack AI apps. www.youtube.com/watch?v=qDtV...
(4/4) This is a managed service, and it comes with a free tier (I believe ~300 minutes of GPU usage). More details are available in the Docker Offload documentation: www.docker.com/products/doc...
(3/4) ๐ Highlights and Key Features โ Easy to use (!!!) โ Provides access to NVIDIA L4 GPUs โ Execute docker build commands on powerful cloud infrastructure โ Run containers with cloud compute and GPU acceleration โ Same Docker commands, cloud execution
(2/4) This feature is designed to support AI/ML developers who require access to GPUs for builds and compute-intensive workloads like running LLMs, machine learning pipelines, and GPU-accelerated applications. โ๏ธ Requirements โก๏ธ Desktop 4.43.0+
(1/4) Introduction to Docker Offload ๐ณ +โ๏ธ = ๐ Today, @docker.com announced Docker Offload, a new managed service that seamlessly integrates the Docker local development workflow with a cloud-powered environment. ๐งต๐๐ผ #AI #LLM #DataScience #MLOps
The biggest mysteries of the Universe ๐๐ผ๐๐ผ๐๐ผ 1๏ธโฃ Is there life beyond Earth? 2๏ธโฃ Where did the water on Mars go? 3๏ธโฃ Which side of the cross-correlation function plot represents the lags of X and which of Y?
Thank you!
Launching a new newsletter - The AIOps ๐ฅณ This newsletter is going to focus, as the name implies, on AI/ML Ops, and it is going to be solely hands-on tutorials, and the plan is to use this platform as a baseline for a future book ๐. ๐ Subscribe over here -> theaiops.substack.com #ai #mlops #docker
๐คฃ
Tell me that you are a data scientist without telling me that your a data scientist ๐คฃ
Workshop materials are available in the following repository: github.com/RamiKrispin/... Thanks to the meetup organizers - @fgazzelloni.bsky.social and Refaela Ribeiro Lucas for the invite!
The workshop covered the following topics: ๐นTime series decomposition ๐นCorrelation and seasonal analysis ๐นModeling trend and seasonality ๐นUsing piecewise regression to model change in trend ๐นResiduals analysis
I had the pleasure of presenting this week at the @rladiesrome.bsky.social meetup about forecasting with linear regression. The workshop recording is available online: www.youtube.com/watch?v=lk3a... #RStats #timeseries #forecasting
My weekly newsletter is out! This week's agenda: ๐น Open Source of the Week - The dagster project ๐น New learning resources ๐น Book of the week - Visualization for Social Data Science by Roger Beecham ramikrispin.substack.com/p/the-dagste... #datascience #dataengineering #rstats #python
๐ฅ Missed @ramikrispin.bsky.social @rladiesrome.bsky.social on using linear regression for forecasting time series? No worries! Catch the beginner-friendly session on YouTube Enhance your skills now read our blog post and watch the recording: ๐ rladiesrome.org/talks/2025/m... #Rstats #timeseries
Holy ๐ฎ - TIL that Quarto has a preview window for LaTeX syntax on VScode ๐คฉ On a side note - the continue code completion is a time saver with LaTeX!!! #RStats #QuartoPub
(3/3) More details are available in my newsletter: ramikrispin.substack.com/p/marimo-ext...
(2/2) What is Marimo? If an Observable notebook gets married to a Jupyter notebook, their kid would be a Marimo notebook. Marimo is a super cool open-source project that provides a reactive Python notebook ๐. marimo.io
(1/3) I share every week in my newsletter about new open-source projects and updates. This week's focus is on Marimo extension to Quarto ๐คฉ marimo-team.github.io/quarto-marimo/ #python #datascience #quartopub
The United States Geological Survey (USGS) posts on its website some nice examples of plotting US census data with R: waterdata.usgs.gov/blog/tidycen... #Rstats #DataViz
Everyone is welcome to join the event. About the recording - I am not sure, I will update if it is available.
I am going to run a workshop about forecasting with a linear regression model this Thursday at the R-Ladies Rome meetup. The workshop is beginner-friendly. ๐๏ธ July 03, 2025 at 6 pm CET ๐RSVP: www.meetup.com/rladies-rome... #RStats #timeseries #datascience
The following tutorial focuses on setting up agentic AI with LangGraph ๐ฝ๏ธ: youtu.be/CnXdddeZ4tQ?... #ai #datascience
I am excited to give a talk tomorrow at Kohl Centre at Virginia Tech about analyzing time series at scale using cluster analysis with R. The talk is open; please feel free to join! ๐ Date: June 30, 2025 ๐ Time: 11:00 AM EST / 8 AM PST RSVP: docs.google.com/forms/d/e/1F... #timeseries #rstats
I updated my dockerized ๐ณ R-dev template: ๐น Clone my local zsh settings ๐น Add CLI tools To use it, fork -> modify and create your own GitHub template -> On a new project, clone the template, set the required libraries, and build the image github.com/RamiKrispin/... #Rstats
My weekly LinkedIn Newsletter is out! This week's agenda: ๐น Open Source of the Week - Marimo extension to Quarto ๐น New learning resources ๐น Book of the week - Health Metrics and the Spread of Infectious Diseases by Federica Gazzelloni ramikrispin.substack.com/p/marimo-ext... #rstats #python #ai
I havenโt had the chance yet to watch it, but it makes to have AR models and GAMs if it covers topics such as ARIMA and dynamic linear models