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The Automation Trap: Why Low-Code AI Models Fail When You Scale

Low-code AI platforms promise speed, a model without a single line of code. But when you try to scale them, they deliver something else: silent crashes, cryptic failures, and models that choke under pressure. The post The Automation Trap: Why Low-Code AI Models Fail When You Scale appeared first on Towards Data Science.

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

Agentic AI 102: Guardrails and Agent Evaluation

An introduction to tools that make your model safer and more predictable and performant. The post Agentic AI 102: Guardrails and Agent Evaluation appeared first on Towards Data Science.

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

A Guide to Mastering Serverless Machine Learning

Discover the what, why, and how of serverless machine learning with the interactive course GitHub repository.

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

A Gentle Introduction to Learning Rate Schedulers

Ever wondered why your neural network seems to get stuck during training, or why it starts strong but fails to reach its full potential? The culprit might be your learning rate โ€“ arguably one of the most important hyperparameters in machine learning.

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

Qwen2.5-Omni is a Powerhouse: A Guide with Demo Project

This article guides you throughout a demo project to set up and run an instance of this powerful multi-modal model in a Python script or notebook.

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

Googleโ€™s AlphaEvolve Isย Evolvingย New Algorithms โ€” And It Could Be a Game Changer

A blend of LLMs' creative generation capabilities with genetic algorithms The post Googleโ€™s AlphaEvolve IsEvolvingNew Algorithms โ€” And It Could Be a Game Changer appeared first on Towards Data Science.

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

Understanding Random Forest using Python (scikit-learn)

A Random Forest is a powerful machine learning algorithm that can be used for classification and regression, is interpretable, and doesnโ€™t require feature scaling. Hereโ€™s how to apply it. The post Understanding Random Forest using Python (scikit-learn) appeared first on Towards Data Science.

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

How to Learn the Math Needed for Machineย Learning

A breakdown of the three fundamental math fields required for machine learning: statistics, linear algebra, and calculus. The post How to Learn the Math Needed for MachineLearning appeared first on Towards Data Science.

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

How To Build a Benchmark for Your Models

The Importance of Building a Benchmark and How To Do It The post How To Build a Benchmark for Your Models appeared first on Towards Data Science.

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

๐Ÿšช๐Ÿšช๐Ÿ Lessons in Decision Making from the Monty Hall Problem

A journey into three intuitions: Common, Bayesian and Causal The post Lessons in Decision Making from the Monty Hall Problem appeared first on Towards Data Science.

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

Building AI Agents? A2A vs. MCP Explained Simply

Confused by AI agent frameworks? This article makes sense of A2A and MCP.

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

7 AWS Services for Machine Learning Projects

Learn about the AWS machine learning service that helps you build machine learning pipelines, from processing data to training and deploying models.

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

The Geospatial Capabilities of Microsoft Fabric and ESRI GeoAnalytics, Demonstrated

A step closer to spatial AI with geospatial processing with Fabric The post The Geospatial Capabilities of Microsoft Fabric and ESRI GeoAnalytics, Demonstrated appeared first on Towards Data Science.

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

Efficient Graph Storage for Entity Resolution Using Clique-Based Compression

Entity resolution systems face challenges with dense, interconnected graphs, and clique-based graph compression offers an efficient solution by reducing storage overhead and improving system performance during data deletion and reprocessing. The post Efficient Graph Storage for Entity Resolution Using Clique-Based Compression appeared first on Towards Data Science.

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

Parquet File Format โ€“ Everything You Need to Know!

New data flavors require new ways for storing it! Learn everything you need to know about the Parquet file format The post Parquet File Format โ€“ Everything You Need to Know! appeared first on Towards Data Science.

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

A Data Scientistโ€™s Guide to Data Streaming

This guide introduces data streaming from a data science perspective. Weโ€™ll explain what it is, why it matters, and how to use tools like Apache Kafka, Apache Flink, and PyFlink to build real-time pipelines.

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

AlphaEvolve: A Gemini-powered coding agent for designing advanced algorithms

New AI agent evolves algorithms for math and practical applications in computing by combining the creativity of large language models with automated evaluators

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

10 Essential Linux File System Commands for Data Management

In this article, you'll master 10 essential Linux file system commands. This guide provides helpful examples to make working with files easier.

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

Custom Fine-Tuning for Domain-Specific LLMs

Fine-tuning a large language model (LLM) is the process of taking a pre-trained model โ€” usually a vast one like GPT or Llama models, with millions to billions of weights โ€” and continuing to train it, exposing it to new data so that the model weights (or typically parts of them) get updated.

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

4 Data Analytics Project To Impress Your Next Employer

Add these 4 data analytic-based projects to your resume to land your next job.

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

Survival Analysis When No One Dies: A Value-Based Approach

A generalized version of Kaplan-Meier allows to model a continuous value (like money) instead of a binary signal (like survival) The post Survival Analysis When No One Dies: A Value-Based Approach appeared first on Towards Data Science.

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

Get Started with Rust: Installation and Your First CLI Tool โ€“ A Beginnerโ€™s Guide

From setup to your first command line application โ€” step by step The post Get Started with Rust: Installation and Your First CLI Tool โ€“ A Beginnerโ€™s Guide appeared first on Towards Data Science.

Published on: May 13, 2025 | Source: Towards Data Science favicon Towards Data Science

Non-Parametric Density Estimation: Theory and Applications

A theoretical and practical introduction to non-parametric density estimation. The post Non-Parametric Density Estimation: Theory and Applications appeared first on Towards Data Science.

Published on: May 13, 2025 | Source: Towards Data Science favicon Towards Data Science

Rethinking the Environmental Costs of Training AI โ€” Why We Should Look Beyond Hardware

A statistical analysis of what drives energy, water, and carbon consumption in AI training โ€” and whether hardware improvements are enough. The post Rethinking the Environmental Costs of Training AI โ€” Why We Should Look Beyond Hardware appeared first on Towards Data Science.

Published on: May 13, 2025 | Source: Towards Data Science favicon Towards Data Science

TDS Authors Can Now Receive Payments Via Stripe

The Author Payment Program just became a lot more streamlined The post TDS Authors Can Now Receive Payments Via Stripe appeared first on Towards Data Science.

Published on: May 13, 2025 | Source: Towards Data Science favicon Towards Data Science

Daily Habits of Top 1% Freelancers in Data Science

Stop guessing and start applying the 5 daily habits that turn average freelancers into 6-figure earners.

Published on: May 13, 2025 | Source: KDnuggets favicon KDnuggets

Roadmap to Python in 2025

Python has evolved from a simple scripting language to the backbone of modern data science and machine learning.

Published on: May 13, 2025 | Source: Machine Learning Mastery favicon Machine Learning Mastery

10 Free Artificial Intelligence Books For 2025

Are you eager to enhance your artificial intelligence skills? We've curated a fantastic selection of free AI books to aid your learning journey!

Published on: May 13, 2025 | Source: KDnuggets favicon KDnuggets

Empowering LLMs to Think Deeper by Erasing Thoughts

Introduction Recent large language models (LLMs) โ€” such as OpenAIโ€™s o1/o3, DeepSeekโ€™s R1 and Anthropicโ€™s Claude 3.7 โ€” demonstrate that allowing the model to think deeper and longer at test time can significantly enhance modelโ€™s reasoning capability. The core approach underlying their deep thinking capability is called chain-of-thought (CoT), where the model iteratively generates intermediate [โ€ฆ] The post Empowering...

Published on: May 13, 2025 | Source: Towards Data Science favicon Towards Data Science

How I Finally Understood MCPโ€Šโ€”โ€Šand Got It Working in Real Life

The guide I needed when I had no idea why anyone would build an MCP server for an AI assistant. The post How I Finally Understood MCPโ€”and Got It Working in Real Life appeared first on Towards Data Science.

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

The Westworld Blunder

Giving artificial minds the appearance of suffering without the awareness that itโ€™s just a performance is not only unethical and unnecessary, but also dangerous and self-harmful. The post The Westworld Blunder appeared first on Towards Data Science.

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

Pause Your ML Pipelines for Human Review Using AWS Step Functions + Slack

Build trust into your machine learning pipelines by inserting fast, secure human checks. The post Pause Your ML Pipelines for Human Review Using AWS Step Functions + Slack appeared first on Towards Data Science.

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

Will You Spot theย Leaks? A Data Science Challenge

When models fly too high: A perilous journey through dataleakage The post Will You Spot theLeaks? A Data Science Challenge appeared first on Towards Data Science.

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

The Art of the Phillips Curve

The subjective details holding together one of economicsโ€™ favourite models The post The Art of the Phillips Curve appeared first on Towards Data Science.

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

How to Combine Pandas, NumPy, and Scikit-learn Seamlessly

Machine learning workflows require several distinct steps โ€” from loading and preparing data to creating and evaluating models.

Published on: May 12, 2025 | Source: Machine Learning Mastery favicon Machine Learning Mastery