Welcome to M5BMachine 5-Minute Briefing

Learn how CPU and GPUs interact in the host-device paradigm The post AI in Multiple GPUs: Understanding the Host and Device Paradigm appeared first on Towards Data Science.

For data scientists, working with high-dimensional data is part of daily life.

Keys for oversampling your data for addressing class imbalance issues, the right way.

How baseline strength, churn, and subjectivity determine complexity The post Not All RecSys Problems Are Created Equal appeared first on Towards Data Science.

Learn how to apply unit testing, version control, and continuous integration to data analysis scripts using Python and GitHub Actions.

Large language models generate text one token at a time.

Another month, another AI-powered trend taking over the internet, and this one is all about turning yourself into a caricature using ChatGPT Image. From LinkedIn feeds to group chats, people are sharing playful versions of themselves that capture not just their faces, but also their profession, pers...

The approach that takes companies to the next level of data maturity The post How to Model The Expected Value of Marketing Campaigns appeared first on Towards Data Science.

Learn how to get more out of Claude code by giving it access to more information. The post How to Personalize Claude Code appeared first on Towards Data Science.

Delayed January: deadlines, downtimes, and flow times The post The Machine Learning Lessons I’ve Learned Last Month appeared first on Towards Data Science.

Learning AI in 2026 is definitely not the same as it was just a couple of years ago. Back then, the advice was simple (and intimidating): learn advanced math, master machine learning theory, and maybe – just maybe – you’d be ready to work with AI. Today, that narrative no longer holds. And the reaso...

7 Python tricks applicable to your early exploratory data analyses (EDA) to identify and deal with various data quality issues.

When I started working in the medical device industry almost 20 years ago, static analysis tools had captured the spotlight and attention of the medical device industry. This was apparent in a 2007 press article, which highlighted the United States Food and Drug Administration (FDA) Center for Devic...

AI agents are everywhere.

Data Engineering is not just about moving data from point A to point B. In 2026, data engineers are expected to design scalable, reliable, cost-efficient, and analytics-ready data systems that support real-time decision making, AI workloads, and business intelligence. Modern data engineers work at t...

Learn how to work with AI, while strengthening your unique human skills that technology cannot replace The post What I Am Doing to Stay Relevant as a Senior Analytics Consultant in 2026 appeared first on Towards Data Science.

AI has evolved far beyond basic LLMs that rely on carefully crafted prompts. We are now entering the era of autonomous systems that can plan, decide, and act with minimal human input. This shift has given rise to Agentic AI: systems designed to pursue goals, adapt to changing conditions, and execute...

The real value lies in writing clearer code and using your tools right The post Pydantic Performance: 4 Tips on How to Validate Large Amounts of Data Efficiently appeared first on Towards Data Science.

The rivalry between Anthropic and OpenAI has intensified, from competing Super Bowl ads to launching new coding models on the same day. Anthropic’s Claude Opus 4.6 and OpenAI’s Codex 5.3 are now live. Both show strong benchmarks, but which one truly stands out? I’ll put them to the test and compare ...

Here are five critical pipeline areas to audit, with practical strategies to reclaim your team’s time.

Anthropic has been buzzing as of late. It recently caused a stock market meltdown with its release of the Claude Cowork tool that tanked the stocks of major SaaS providers across the world. And now they’re about to revolutionize reasoning models with their latest release, Claude Opus 4.6, which they...

Sorting through the good, bad, and ambiguous aspects of vibe coding The post TDS Newsletter: Vibe Coding Is Great. Until It’s Not. appeared first on Towards Data Science.

AI agents that use tools, make decisions, and complete multi-step tasks aren't prototypes anymore.

Stop guessing and start diagnosing performance issues using Py-Spy The post Why Is My Code So Slow? A Guide to Py-Spy Python Profiling appeared first on Towards Data Science.