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How to Find the Best Multilingual Embedding Model for Your RAG | by Iulia Brezeanu | Jan, 2024

Data ScienceJanuary 28, 2024160Views 0Likes 0Comments

Optimize the Embedding Space for Improving RAG Image by author. AI generated.Embeddings are vector representations that capture the semantic meaning of words or sentences. Besides having quality data, choosing a good embedding model is the most important and underrated step for optimizing your RAG application. Multilingual models are especially challenging as most are pre-trained on…

Top 16 Technical Data Sources for Advanced Data Science Projects

Data AnalyticsJanuary 28, 2024102Views 0Likes 0Comments

Image by Author You’ve read on these pages (and I’m guilty of writing some of those articles) that data science projects are crucial for developing the whole package of technical data science skills. That’s true, they are. But what’s also vital is having high-quality datasets for your data science projects. Collecting quality data…

Large Language Models, GPT-1 — Generative Pre-Trained Transformer | by Vyacheslav Efimov | Jan, 2024

Data ScienceJanuary 28, 2024102Views 0Likes 0Comments

Diving deeply into the working structure of the first version of gigantic GPT-models 2017 was a historical year in machine learning. Researchers from the Google Brain team introduced Transformer which rapidly outperformed most of the existing approaches in deep learning. The famous attention mechanism became the key component in the future models derived from…

7 Steps to Landing Your First Data Science Job

Data AnalyticsJanuary 27, 2024141Views 0Likes 0Comments

Image by Author Are you looking to switch to a data science career? If so, chances are you’ve already signed up for an online course, a bootcamp, or the like. Perhaps, you’ve bookmarked a self-study data science roadmap that you’re planning to work through. So how will yet another guide—this guide—help you? If…

Mastering Airflow Variables | Towards Data Science

Data ScienceJanuary 27, 202490Views 0Likes 0Comments

The way you retrieve variables from Airflow can impact the performance of your DAGs Photo by Daniele Franchi on UnsplashWhat happens if multiple data pipelines need to interact with the same API endpoint? Would you really have to declare this endpoint in every pipeline? In case this endpoint changes in the near future, you will…

SQL Simplified: Crafting Modular and Understandable Queries with CTEs

Data AnalyticsJanuary 27, 202491Views 0Likes 0Comments

Image by Author In the world of data, SQL still stands as the lingua franca for interacting with databases. Still today it stands as one of the most used languages to deal with data and is still considered a must-have for any good data professional. However, anyone who has worked with complex SQL…

Google AI Presents Lumiere: A Space-Time Diffusion Model for Video Generation

AI NewsJanuary 27, 202486Views 0Likes 0Comments

Recent advancements in generative models for text-to-image (T2I) tasks have led to impressive results in producing high-resolution, realistic images from textual prompts. However, extending this capability to text-to-video (T2V) models poses challenges due to the complexities introduced by motion. Current T2V models face limitations in video duration, visual quality, and realistic motion generation, primarily due…

Some Thoughts on Operationalizing LLM Applications | by Matthew Harris | Jan, 2024

Data ScienceJanuary 27, 2024108Views 0Likes 0Comments

A few personal lessons learned from developing LLM applications Source DALL·E 3 prompted with “Operationalizing LLMs, watercolor”It’s been fun posting articles exploring new Large Language Model (LLM) techniques and libraries as they emerge, but most of the time has been spent behind the scenes working on the operationalization of LLM solutions. Many organizations are working…

The Only Free Course You Need To Become a Professional Data Engineer

Data AnalyticsJanuary 26, 2024103Views 0Likes 0Comments

Image by Author There are many courses and resources available on machine learning and data science, but very few on data engineering. This raises some questions. Is it a difficult field? Is it offering low pay? Is it not considered as exciting as other tech roles? However, the reality is that many companies…

AI & Machine Learning for Business | by Shaw Talebi | Jan, 2024

Data ScienceJanuary 26, 202483Views 0Likes 0Comments

When you think of AI, you might think of ChatGPT, AI-generated art, or maybe something like the Terminator. But let’s take a step back and ask the basic question, “What is AI?” AI is short for artificial intelligence — which may not tell us much because one of these words is problematic. The first word,…