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Google AI Research Proposes SpatialVLM: A Data Synthesis and Pre-Training Mechanism to Enhance Vision-Language Model VLM Spatial Reasoning Capabilities

AI NewsJanuary 28, 2024178Views 0Likes 0Comments

Vision-language models (VLMs) are increasingly prevalent, offering substantial advancements in AI-driven tasks. However, one of the most significant limitations of these advanced models, including prominent ones like GPT-4V, is their constrained spatial reasoning capabilities. Spatial reasoning involves understanding objects’ positions in three-dimensional space and their spatial relationships with one another. This limitation is particularly pronounced…

How I’d Learn Machine Learning (If I Could Start Over) | by Egor Howell | Jan, 2024

Data ScienceJanuary 28, 2024197Views 0Likes 0Comments

Machine learning revolves around algorithms, which are essentially a series of mathematical operations. These algorithms can be implemented through various methods and in numerous programming languages, yet their underlying mathematical principles are the same. A frequent argument is that you don’t need to know maths for machine learning because most modern-day libraries and packages abstract…

AI Prompt Engineers are Making $300k/y

Data AnalyticsJanuary 28, 2024204Views 0Likes 0Comments

Image by Author $300k/year. That’s probably the first thing you saw and you’re probably thinking ‘Huh, how?.’ I asked myself the exact same thing. But I am not surprised. With the way Generative AI was going in the year 2023, this was bound to be the next hot career that everybody wanted a…

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

Data ScienceJanuary 28, 2024246Views 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, 2024187Views 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, 2024183Views 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, 2024239Views 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, 2024168Views 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, 2024176Views 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, 2024168Views 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…