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Don’t Waste Your Labeled Anomalies: 3 Practical Strategies to Boost Anomaly Detection Performance

A few labels go a long way in anomaly detection The post Don’t Waste Your Labeled Anomalies: 3 Practical Strategies to Boost Anomaly Detection Performance appeared first on Towards Data Science.

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Build Your Own Simple Data Pipeline with Python and Docker

Learn how to develop a simple data pipeline and execute it easily.

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Feature Engineering with LLM Embeddings: Enhancing Scikit-learn Models

Large language model embeddings, or LLM embeddings, are a powerful approach to capturing semantically rich information in text and utilizing it to leverage other machine learning models β€” like those trained using Scikit-learn β€” in tasks that require deep contextual understanding of text, such as intent recognition or sentiment analysis.

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10 Surprising Things You Can Do with Python’s collections Module

This tutorial explores ten practical β€” and perhaps surprising β€” applications of the Python collections module.

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Your 1M+ Context Window LLM Is Less Powerful Than YouΒ Think

Why working memory is a more important bottleneck than raw context windowsize The post Your 1M+ Context Window LLM Is Less Powerful Than YouThink appeared first on Towards Data Science.

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Midyear 2025 AI Reflection

Impressions on agentic AI progress and the AI-2027 Jobocalypse scenario The post Midyear 2025 AI Reflection appeared first on Towards Data Science.

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Exploring Prompt Learning: Using English Feedback to Optimize LLM Systems

Prompt learning presents a compelling approach for continuous improvement of AI applications The post Exploring Prompt Learning: Using English Feedback to Optimize LLM Systems appeared first on Towards Data Science.

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How to Overlay a Heatmap on a Real Map with Python

Visualizing historical tornado trends The post How to Overlay a Heatmap on a Real Map with Python appeared first on Towards Data Science.

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3 Steps to Context Engineering a Crystal-ClearΒ Project

Learn three easy steps for gaining an intelligent picture for any project by using the skill of context engineering. The post 3 Steps to Context Engineering a Crystal-ClearProject appeared first on Towards Data Science.

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The Power of Building from Scratch

Mauro Di Pietro discusses building AI agents with open-source tools, bridging theory and practice, and why he’s still nostalgic for scikit-learn. The post The Power of Building from Scratch appeared first on Towards Data Science.

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Revisiting k-Means: 3 Approaches to Make It Work Better

The k-means algorithm is a cornerstone of unsupervised machine learning, known for its simplicity and trusted for its efficiency in partitioning data into a predetermined number of clusters.

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The Lifecycle of Feature Engineering: From Raw Data to Model-Ready Inputs

This article explains how to turn messy raw data into useful features that help machine learning models make smarter and more accurate predictions.

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10 Python Math & Statistical Analysis One-Liners

Python makes common math and stats tasks super simple. These one-liners show how to do more with less code.

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Do You Really Need a Foundation Model?

LLM or custom model: how should you choose the right solution? The post Do You Really Need a Foundation Model? appeared first on Towards Data Science.

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How to Ensure Reliability in LLM Applications

Learn how to make your LLM applications more robust The post How to Ensure Reliability in LLM Applications appeared first on Towards Data Science.

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Deploy a Streamlit App to AWS

Using the Elastic Beanstalk service The post Deploy a Streamlit App to AWS appeared first on Towards Data Science.

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From Equal Weights to Smart Weights: OTPO’s Approach to Better LLM Alignment

Using optimal transport to weight what matters most In LLM-generated responses The post From Equal Weights to Smart Weights: OTPO’s Approach to Better LLM Alignment appeared first on Towards Data Science.

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Automating Deep Learning: A Gentle Introduction to AutoKeras and Keras Tuner

How to save time and boost your models with these two approachable AutoML libraries. The post Automating Deep Learning: A Gentle Introduction to AutoKeras and Keras Tuner appeared first on Towards Data Science.

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The Future of AI Agent Communication with ACP

A practical guide to connecting and coordinating multiple AIagents. The post The Future of AI Agent Communication with ACP appeared first on Towards Data Science.

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10 GitHub Repositories for Python Projects

Whether you are a beginner eager to build your first project, or an experienced coder wanting to expand your portfolio, GitHub is a goldmine of real-world Python projects to learn from.

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Building End-to-End Data Pipelines: From Data Ingestion to Analysis

Check out this practical guide to designing scalable, reliable, and insight-driven data infrastructure.

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Discussing Decision Trees: What Makes a Good Split?

It’s no secret that most advanced artificial intelligence solutions today are predominantly based on impressively powerful and complex models like transformers, diffusion models, and other deep learning architectures.

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Bootstrapping Your Freelance Data Science Business for Cheap

This article provides a clear, practical guide to help you choose a niche, find clients, and scale your business effectively.

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What Can the History of Data Tell Us About the Future of AI?

A 40-Year Look at Data, Business Models, and the Forces Shaping Intelligent Systems The post What Can the History of Data Tell Us About the Future of AI? appeared first on Towards Data Science.

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Accuracy Is Dead: Calibration, Discrimination, and Other Metrics You Actually Need

A deep dive into advanced evaluation for data scientists The post Accuracy Is Dead: Calibration, Discrimination, and Other Metrics You Actually Need appeared first on Towards Data Science.

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Topic Model Labelling withΒ LLMs

Python tutorial for reproducible labeling of cutting-edge topic models with GPT4-o-mini. The post Topic Model Labelling withLLMs appeared first on Towards Data Science.

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There and Back Again: An AI CareerΒ Journey

A full circle moment 30 years in themaking The post There and Back Again: An AI CareerJourney appeared first on Towards Data Science.

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Dynamic Inventory Optimization with Censored Demand

A sequential decision framework with Bayesian learning The post Dynamic Inventory Optimization with Censored Demand appeared first on Towards Data Science.

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Simple Guide to Multi-Armed Bandits: A Key Concept Before Reinforcement Learning

How AI learns to make better decisions and why you should care about exploration vs. exploitation The post Simple Guide to Multi-Armed Bandits: A Key Concept Before Reinforcement Learning appeared first on Towards Data Science.

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CLIP Model Overviewβ€Š: β€ŠUnlocking the Power of Multimodal AI

The magic behind multimodal models unlocked through contrastive learning The post CLIP Model Overview: Unlocking the Power of Multimodal AI appeared first on Towards Data Science.

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Tracking Drill-Through Actions on Power BI Report Titles

When you have a drill-through page that can be called from multiple pages, it could be interesting to show which page was the originating page in the page title. Here I will show you how to do it. The post Tracking Drill-Through Actions on Power BI Report Titles appeared first on Towards Data Science.

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Let AI Tune Your Voice Assistant

A practical guide to automating prompt engineering for voice assistants The post Let AI Tune Your Voice Assistant appeared first on Towards Data Science.

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How to Optimize Your Python Code Even If You’re a Beginner

Think you're too new to optimize Python? Think again. These quick tips make optimization easy and effective from the start.

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PyNarrative: An Excellent Python Library for Data Storytelling

If you're new to data storytelling, this article will help you get started with PyNarrative.

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7 Pandas Tricks That Cut Your Data Prep Time in Half

Data preparation is one of the most time-consuming parts of any data science or analytics project, but it doesn't have to be.

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