ramikrispin

ramikrispin, 3 hours ago to datascience

In the past few months, I created a bunch of Docker 🐳 tutorials covering random topics, from a fun setting for a Python 🐍 environment on the CLI to advanced topics such as multi-stage builds 🏗️. I organized all the tutorials under one folder, and I plan to keep updating this folder with future-related ones 😎.

Currently on my Docker tutorial TODO list:
➡️ Docker ENTRYPOINT vs CMD
➡️ Docker multi-architecture build

🔗 https://medium.com/@rami.krispin/list/docker-21408ce79e6a

Enjoy!

#docker #DataScience #vscode #mlops

ramikrispin, 1 day ago to rust

I recently started to learn Rust programming, and I made a list of resources that I found useful to get started with the language 👇🏼

https://medium.com/p/928bf7b8418f

#Rust #Programming #OpenSource #DataScience #medium

ramikrispin, 1 day ago to llm

(1/2) Prompt Fuzzer - a new open-source project for LLM security 👇🏼

Prompt Fuzzer is a new open-source project that provides a set of functions for assessing the security of GenAI applications. This CLI-based tool enables you to run and test your system prompts to identify security vulnerabilities against potential dynamic LLM-based attacks.

https://github.com/prompt-security/ps-fuzz

#llm #security #DataScience #opensource

ramikrispin, 1 day ago to random

I have a feeling it is based on someone's true story.... I could not stop laughing 😂

Credit: Unknown...

ramikrispin, 2 days ago to vscode

Getting started with the Dev Containers extension 🚀👇🏼

The Dev Containers extension is the main reason I moved to VScode, as it provides a native and seamless integration of Docker 🐳. I started to work on a sequence of tutorials focusing on the VScode Dev Containers extension. The first tutorial on the sequence focuses on getting started with the Dev Containers extension;

🔗: https://medium.com/towards-data-science/getting-started-with-the-dev-containers-extension-a5ea49abfc34

#vscode #docker #DataScience #mlops

ramikrispin, 6 days ago to rust

My Saturday morning reading - The Rust Programming Language 📖

#Rust

ramikrispin, 6 days ago to random

Another great reason why R users should use Docker 🐳 - Airflow 😎

#rstats #docker #airflow

ramikrispin, 7 days ago to llm

Overview of Large Language Models 👇🏼

Here is a great summary or glossary doc about LLM by Aman Chadha. This long doc provides a summary of some of the main concepts related to LLM. This includes topics such as:
✅ Embeddings
✅ Vector database
✅ Prompt engineering
✅ Token
✅ RAG
✅ LLM performance evaluation
✅ Review main LLMs

🔗 https://aman.ai/primers/ai/LLM

#llm #DataScience #deeplearning #MachineLearning

ramikrispin, 8 days ago to python

(1/3) New Release to NeuralForecast 🚀

Version 1.7.1 of the NeuralForecast #Python library was released last month by Nixtla. The NeuralForecast library, as the name implies, provides a neural network framework for time series forecasting. 🧵👇🏼

#deeplearning #DataScience #MachineLearning #forecasting #timeseries

ramikrispin, 10 days ago to rust

Rust for Beginners - Crash Course 🚀

If you are looking to get started with Rust, you should check this crash course for beginners by Microsoft Developer. The course focuses on the foundation of Rust, from setting up Rust on your local computer to core functionality of the language, such as if/else statements, for loops, functions, and other core operators.

Course 📽️: https://www.youtube.com/playlist?list=PLlrxD0HtieHjbTjrchBwOVks_sr8EVW1x

#rust

ramikrispin, 11 days ago to AWS

Introduction to AWS 🚀

If you wanna get started with AWS, here is an intro course by Amber Israelsen 👇🏼

📽️: https://www.youtube.com/playlist?list=PLwyXYwu8kL0wg9R_VMeXy0JiK5_c70IrV

The course is beginner-level, and it covers topics such as:
✅ Setting an account and managing the cost
✅ Set EC2 instance
✅ Work with S3 objects
✅ Create AWS Lambda function
✅ Create and deploy applications

#aws #data #dataengineering #DataScience

ramikrispin, 12 days ago to datascience

The talks from the Data Council Austin '24 conference are now available to watch. The Data Council Austin conference focuses on data science and engineering topics. Among the 86 talks, you can find talks about topics such as time series analysis, working with different databases, ETL, machine learning, GenAI, etc.

Talks 📽️: https://www.youtube.com/playlist?list=PLAesBe-zAQmHZg7ScLzA5fzhR3Uox1vTE

#data #DataScience #dataengineering

ramikrispin, 13 days ago to python

(1/3) I am excited to share that my course - Data Pipeline Automation with GitHub Actions Using R and Python 🚀, is now available on LinkedIn Learning!

The course provides an introduction to setting up automation with GitHub Actions with both R and Python. Throughout the course, we will use a real-life example by working with the U.S. Energy Information Administration (EIA) API for data automation. 🧵👇🏼

#rstats #python #datascience #github #quarto #data #docker

ramikrispin, 15 days ago to llm

It was a pleasure to present this morning at the ODSC East about data automation with LMM.

Code examples and a tutorial are available on this repo: https://github.com/RamiKrispin/lang2sql
The slides are available on this repo: https://github.com/RamiKrispin/talks/tree/main/202404%20ODSC%20East%202024%20-%20%20Data%20Automation%20with%20LLM%20

Thanks to the conference organizers for the invite and the folks attending the session! 🙏

#llm #data #DataScience #python #ollama #openai

ramikrispin, 15 days ago to llm

In case you are wondering, the new Microsoft mini LLM - phi3, can handle code generation, in this case, SQL.

I compared the runtime (locally on CPU) with respect to codellama:7B using Ollama, and surprisingly the Phi3 runtime was significantly slower.

#llm #DataScience #python #phi #machinelearning #ollama

ramikrispin, 17 days ago to python

Thanks to @medium Staff for selecting my recent article - Introduction to Multi-Stage Image Build for Python 🐍, for a boost ❤️!

This tutorial provides a step-by-step guide for converting a regular Python Dockerfile into a multi-stage build 🚀.

🔗: https://medium.com/towards-data-science/introduction-to-multi-stage-image-build-for-python-41b94ebe8bb3

#python #docker #mlops #medium #datascience

ramikrispin, 18 days ago to python

(1/4) 𝐈𝐧𝐭𝐫𝐨𝐝𝐮𝐜𝐭𝐢𝐨𝐧 𝐭𝐨 𝐌𝐮𝐥𝐭𝐢-𝐒𝐭𝐚𝐠𝐞 𝐈𝐦𝐚𝐠𝐞 𝐁𝐮𝐢𝐥𝐝 🐳 𝐟𝐨𝐫 𝐏𝐲𝐭𝐡𝐨𝐧 🐍

The size of the Docker image could quickly increase during the build time. I became more mindful of the image size when I started to deploy on Github Actions. The bigger the image size, the longer the run time and the higher the runtime cost.

This is when you should consider using a multi-stage build 🚀.

🧵👇🏼

#docker #mlops #python #DataScience #medium