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Quantization in Machine Learning: 5 Reasons Why It Matters More Than You Think

Quantization might sound like a topic reserved for hardware engineers or AI researchers in lab coats.

Published on: April 17, 2025 | Source: Machine Learning Mastery favicon Machine Learning Mastery

When Predictors Collide: Mastering VIF in Multicollinear Regression

Explore how the Variance Inflation Factor helps detect and manage multicollinearity in your regression models. The post When Predictors Collide: Mastering VIF in Multicollinear Regression appeared first on Towards Data Science.

Published on: April 16, 2025 | Source: Towards Data Science favicon Towards Data Science

Applications with Context Vectors

This post is divided into two parts; they are: β€’ Contextual Keyword Extraction β€’ Contextual Text Summarization Contextual keyword extraction is a technique for identifying the most important words in a document based on their contextual relevance.

Published on: April 16, 2025 | Source: Machine Learning Mastery favicon Machine Learning Mastery

How to Write Efficient Dockerfiles for Your Python Applications

Learn how to build faster, leaner, and more secure Python containers with these efficient Dockerfile strategies.

Published on: April 16, 2025 | Source: KDnuggets favicon KDnuggets

SQL CTE vs. Subquery: This Debate Ain’t Over Yet!

CTEs and subqueries are often seen as the same thing, written slightly differently. That’s far from the truth. Let’s examine their differences, find a winner, and end this debate about which one is better.

Published on: April 16, 2025 | Source: KDnuggets favicon KDnuggets

Control Your Spotify Playlist with an MCP Server

Use AI to control Spotify playback, search for songs, and manage your queue for a personalized experience.

Published on: April 16, 2025 | Source: KDnuggets favicon KDnuggets

An Unbiased Review of Snowflake’s Document AI

Or, how we spared a human from manually inspecting 10,000 flu shot documents. The post An Unbiased Review of Snowflake’s Document AI appeared first on Towards Data Science.

Published on: April 15, 2025 | Source: Towards Data Science favicon Towards Data Science

AI Con USA 2025: An Intelligence-Driven Future

AI Con USA, the premier event for artificial intelligence and machine learning professionals, is set to take place from June 8–13, 2025.

Published on: April 15, 2025 | Source: KDnuggets favicon KDnuggets

Generate videos in Gemini and Whisk with Veo 2

Transform text-based prompts into high-resolution eight-second videos in Gemini Advanced and use Whisk Animate to turn images into eight-second animated clips.

Published on: April 15, 2025 | Source: DeepMind Blog favicon DeepMind Blog

Plotly’s AI Tools Are Redefining Data Science WorkflowsΒ 

How Plotly’s AI-powered tools are transforming data science workflows with faster development, smarter insights, and improved collaboration. The post Plotly’s AI Tools Are Redefining Data Science Workflows appeared first on Towards Data Science.

Published on: April 15, 2025 | Source: Towards Data Science favicon Towards Data Science

10 Pandas One-Liners for Exploratory Data Analysis

Exploratory Data Analysis (EDA) is an important step when working with any dataset. Let's explore some useful Pandas one-liners that can help you quickly understand your data.

Published on: April 15, 2025 | Source: KDnuggets favicon KDnuggets

The Easiest Way to Create Real-Time AI Voice Agents

Forget Alexa β€” now you can build your own real-time AI voice assistant in just minutes!

Published on: April 15, 2025 | Source: KDnuggets favicon KDnuggets

An LLM-Based Workflow for Automated Tabular Data ValidationΒ 

Clean data, clear insights: detect and correct data quality issues without manual intervention. The post An LLM-Based Workflow for Automated Tabular Data Validation appeared first on Towards Data Science.

Published on: April 14, 2025 | Source: Towards Data Science favicon Towards Data Science

Layers of the AI Stack, Explained Simply

And why I decided to work at the application layer The post Layers of the AI Stack, Explained Simply appeared first on Towards Data Science.

Published on: April 14, 2025 | Source: Towards Data Science favicon Towards Data Science

Generating and Visualizing Context Vectors in Transformers

This post is divided into three parts; they are: β€’ Understanding Context Vectors β€’ Visualizing Context Vectors from Different Layers β€’ Visualizing Attention Patterns Unlike traditional word embeddings (such as Word2Vec or GloVe), which assign a fixed vector to each word regardless of context, transformer models generate dynamic representations that depend on surrounding words.

Published on: April 14, 2025 | Source: Machine Learning Mastery favicon Machine Learning Mastery

DolphinGemma: How Google AI is helping decode dolphin communication

DolphinGemma, a large language model developed by Google, is helping scientists study how dolphins communicate β€” and hopefully find out what they're saying, too.

Published on: April 14, 2025 | Source: DeepMind Blog favicon DeepMind Blog

Tips for Effective Data Cleaning with Python

Effective data cleaning ensures accurate analysis. Discover Python tips to handle missing values, outliers, and inconsistencies with ease.

Published on: April 14, 2025 | Source: KDnuggets favicon KDnuggets

3 APIs to Access Gemini 2.5 Pro

The developer-friendly APIs provide free and easy access to Gemini 2.5 Pro for advanced multimodal AI tasks and content generation.

Published on: April 14, 2025 | Source: KDnuggets favicon KDnuggets

5 Lessons Learned Building RAG Systems

Retrieval augmented generation (RAG) is one of 2025's hot topics in the AI landscape.

Published on: April 14, 2025 | Source: Machine Learning Mastery favicon Machine Learning Mastery

10 Free Data Science Books For 2025

Are you looking to boost your data science skills? We've compiled an excellent list of free data science books to support your learning journey

Published on: April 14, 2025 | Source: KDnuggets favicon KDnuggets

Sesameβ€Š Speech Model: β€ŠHow This Viral AI Model Generates Human-Like Speech

A deep dive into residual vector quantizers, conversational speech AI, and talkative transformers. The post Sesame Speech Model: How This Viral AI Model Generates Human-Like Speech appeared first on Towards Data Science.

Published on: April 12, 2025 | Source: Towards Data Science favicon Towards Data Science

Learnings from a Machine Learning Engineer β€” Part 6: The Human Side

Practical advice for the humans involved with machine learning The post Learnings from a Machine Learning Engineer β€” Part 6: The Human Side appeared first on Towards Data Science.

Published on: April 11, 2025 | Source: Towards Data Science favicon Towards Data Science

Are You Sure Your Posterior Makes Sense?

A detailed guide on how to use diagnostics to evaluate the performance of MCMC samplers The post Are You Sure Your Posterior Makes Sense? appeared first on Towards Data Science.

Published on: April 11, 2025 | Source: Towards Data Science favicon Towards Data Science

Understanding RAG Part X: RAG Pipelines in Production

Be sure to check out the previous articles in this series: β€’

Published on: April 11, 2025 | Source: Machine Learning Mastery favicon Machine Learning Mastery

Building A Simple MCP Server

Give your LLMs the extra ability to fetch live stock prices, compare them, and provide historical analysis by implementation tools within the MCP Server.

Published on: April 11, 2025 | Source: KDnuggets favicon KDnuggets

The Basis of Cognitive Complexity: Teaching CNNs to See Connections

Transforming CNNs: From task-specific learning to abstract generalization The post The Basis of Cognitive Complexity: Teaching CNNs to See Connections appeared first on Towards Data Science.

Published on: April 11, 2025 | Source: Towards Data Science favicon Towards Data Science

The Invisible Revolution: How Vectors Are (Re)defining Business Success

The hidden force behind AI is powering the next wave of business transformation The post The Invisible Revolution: How Vectors Are (Re)defining Business Success appeared first on Towards Data Science.

Published on: April 10, 2025 | Source: Towards Data Science favicon Towards Data Science

How to Measure Real Model Accuracy When Labels Are Noisy

The math behind β€œtrue” accuracy and error correlation The post How to Measure Real Model Accuracy When Labels Are Noisy appeared first on Towards Data Science.

Published on: April 10, 2025 | Source: Towards Data Science favicon Towards Data Science

Ivory Tower Notes: TheΒ Problem

When a data science problem is "the"problem The post Ivory Tower Notes: TheProblem appeared first on Towards Data Science.

Published on: April 10, 2025 | Source: Towards Data Science favicon Towards Data Science

How to Use Mind Maps in NotebookLM

In this article, we’ll explain how to use mind maps within NotebookLM to enhance your productivity and comprehension.

Published on: April 10, 2025 | Source: KDnuggets favicon KDnuggets

Understanding RAG Part IX: Fine-Tuning LLMs for RAG

Be sure to check out the previous articles in this series: β€’

Published on: April 10, 2025 | Source: Machine Learning Mastery favicon Machine Learning Mastery

WTF is a Transformer?

In this article, we’ll explore what a transformer is, how it originated, why it became so successful that it powered one of the most groundbreaking AI advances, the large language model.

Published on: April 10, 2025 | Source: KDnuggets favicon KDnuggets

Deb8flow: Orchestrating Autonomous AI Debates with LangGraph and GPT-4o

Inside Deb8flow: Real-time AI debates with LangGraph and GPT-4o The post Deb8flow: Orchestrating Autonomous AI Debates with LangGraph and GPT-4o appeared first on Towards Data Science.

Published on: April 10, 2025 | Source: Towards Data Science favicon Towards Data Science

Why CatBoost Works So Well: The Engineering Behind the Magic

CatBoost stands out by directly tackling a long-standing challenge in gradient boostingβ€”how to handle categorical variables effectively without causing target leakage. By introducing innovative techniques such as Ordered Target Statistics and Ordered Boosting, and by leveraging the structure of Oblivious Trees, CatBoost efficiently balances robustness and accuracy. These methods ensure that each prediction uses only...

Published on: April 10, 2025 | Source: Towards Data Science favicon Towards Data Science

Time Series Forecasting Made Simple (Part 1): Decomposition and BaselineΒ Models

Learn the intuition behind time series decomposition, additive vs. multiplicative models and build your first forecasting baseline model using Python The post Time Series Forecasting Made Simple (Part 1): Decomposition and BaselineModels appeared first on Towards Data Science.

Published on: April 09, 2025 | Source: Towards Data Science favicon Towards Data Science