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A Gentle Introduction to SHAP for Tree-Based Models

Machine learning models have become increasingly sophisticated, but this complexity often comes at the cost of interpretability.

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GAIA: The LLM Agent Benchmark Everyone’s Talking About

What practitioners need to know about this LLM agent benchmark The post GAIA: The LLM Agent Benchmark Everyone’s Talking About appeared first on Towards Data Science.

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A Bird’s Eye View of Linear Algebra: The Basics

We think basis-free, we write basis-free, but when the chips are down we close the office door and compute with matrices like fury. The post A Bird’s Eye View of Linear Algebra: The Basics appeared first on Towards Data Science.

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A Practical Introduction to Google Analytics

Learn the key concepts and reports of Google Analytics while practising with theplatform The post A Practical Introduction to Google Analytics appeared first on Towards Data Science.

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The Hidden Security Risks ofΒ LLMs

And why self-hosting might be the saferbet The post The Hidden Security Risks ofLLMs appeared first on Towards Data Science.

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I Transitioned from Data Science to AI Engineering: Here’s Everything You Need toΒ Know

A personal guide to the skills, tools, and mindset behind the title The post I Transitioned from Data Science to AI Engineering: Here’s Everything You Need toKnow appeared first on Towards Data Science.

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The Simplest Possible AI Web App

The great simplification experiment The post The Simplest Possible AI Web App appeared first on Towards Data Science.

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Why & How to Containerize Your Existing Python Apps

Containerize your Python apps to eliminate environment issues and simplify deployment. This guide shows you why it helps and how to get started with Docker.

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Clean and Validate Your Data Using Pandera

Stop wasting time on dirty data! Learn how to clean it up in minutes with Pandera.

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Using Quantized Models with Ollama for Application Development

Quantization is a frequently used strategy applied to production machine learning models, particularly large and complex ones, to make them lightweight by reducing the numerical precision of the model’s parameters (weights) β€” usually from 32-bit floating-point to lower representations like 8-bit integers.

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Multi-Agent Communication with the A2A PythonΒ SDK

The Agent Card helps discover agents, but how does communication between agents actually work in practice? The post Multi-Agent Communication with the A2A PythonSDK appeared first on Towards Data Science.

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JAX: Is This Google’s NumPyΒ killer?

Auto differentiation and JIT compilation make a compelling case. The post JAX: Is This Google’s NumPykiller? appeared first on Towards Data Science.

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Detecting Malicious URLs Using LSTM and Google’s BERT Models

A progressive approach to implementing AI-powered webpage detection applications into production The post Detecting Malicious URLs Using LSTM and Google’s BERT Models appeared first on Towards Data Science.

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Tree of Thought Prompting: Teaching LLMs to Think Slowly

Playing Minesweeper with Augmented Reasoning The post Tree of Thought Prompting: Teaching LLMs to Think Slowly appeared first on Towards Data Science.

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Tokenizers in Language Models

This post is divided into five parts; they are: β€’ Naive Tokenization β€’ Stemming and Lemmatization β€’ Byte-Pair Encoding (BPE) β€’ WordPiece β€’ SentencePiece and Unigram The simplest form of tokenization splits text into tokens based on whitespace.

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10 Python Libraries That Speed Up Model Development

Machine learning model development often feels like navigating a maze, exciting but filled with twists, dead ends, and time sinks.

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The Art of Writing Readable Python Functions

If your functions need comments to be understood, it’s probably time for a rewrite. Learn the key habits that make Python functions readable by design.

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32 MCP Servers You Need To Check Out Now

Explore list of top MCP servers that enable seamless integration of LLMs with tools like databases, APIs, communication platforms, and more, helping you automate workflows and enhance AI applications.

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Bayesian Optimization for Hyperparameter Tuning of Deep Learning Models

Explore how Bayesian Optimization outperforms Grid Search in efficiency and performance over binary classification tasks. The post Bayesian Optimization for Hyperparameter Tuning of Deep Learning Models appeared first on Towards Data Science.

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How Microsoft Power BI Elevated My Data Analysis and Visualization Workflow

Explaining useful features every data analyst needs The post How Microsoft Power BI Elevated My Data Analysis and Visualization Workflow appeared first on Towards Data Science.

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Reinforcement Learning Made Simple: Build a Q-Learning Agent in Python

Inspired by AlphaGo’s Move 37 β€” learn how agents explore, exploit, and win The post Reinforcement Learning Made Simple: Build a Q-Learning Agent in Python appeared first on Towards Data Science.

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Selecting the Right Feature Engineering Strategy: A Decision Tree Approach

In machine learning model development, feature engineering plays a crucial role since real-world data often comes with noise, missing values, skewed distributions, and even inconsistent formats.

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Why Regularization Isn’t Enough: A Better Way to Train Neural Networks with Two Objectives

Why splitting your objectives and your model might be the key to better performance and clearer trade-offs in deep learning. The post Why Regularization Isn’t Enough: A Better Way to Train Neural Networks with Two Objectives appeared first on Towards Data Science.

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How to Write Efficient Python Code Even If You’re a Beginner

You don’t need to be a Python pro to write fast, clean code. Just a few smart coding habits can go a long way.

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Make Your Company Data Driven with Redash

Develop a data system that every business user wants to use.

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10 Python One-Liners for Working with Dates and Times

These ten compact and pythonic shortcuts will boost your time data analysis and processing workflows. See how and why.

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Code Agents: The Future of AgenticΒ AI

HuggingFace smolagents framework inaction The post Code Agents: The Future of AgenticAI appeared first on Towards Data Science.

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How to Reduce Your Power BI Model Size by 90%

Have you ever wondered what makes Power BI so fast and powerful when it comes to performance? Learn on a real-life example about data model optimization and general rules for reducing data model The post How to Reduce Your Power BI Model Size by 90% appeared first on Towards Data Science.

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The Best AI Books & Courses for Getting aΒ Job

A comprehensive guide to the books and courses that helped me learn AI The post The Best AI Books & Courses for Getting aJob appeared first on Towards Data Science.

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How to Generate Synthetic Data: A Comprehensive Guide Using Bayesian Sampling and Univariate Distributions

Data makes the engine run in many organisations. But what if the number of observations is too low or there is only expert knowledge? I will demonstrate how to generate synthetic data with applications in predictive maintenance. The post How to Generate Synthetic Data: A Comprehensive Guide Using Bayesian Sampling and Univariate Distributions appeared first on Towards Data Science.

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Understanding Matrices | Part 1: Matrix-Vector Multiplication

The physical meaning of multiplying a matrix by a vector, and how it works on several special matrices. The post Understanding Matrices | Part 1: Matrix-Vector Multiplication appeared first on Towards Data Science.

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5 Statistical Concepts You Need to Know Before Your Next Data Science Interview

These common, basic statistics and machine learning concepts are crucial for landing a data scientist role The post 5 Statistical Concepts You Need to Know Before Your Next Data Science Interview appeared first on Towards Data Science.

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Demystifying Policy Optimization in RL: An Introduction to PPO and GRPO

A beginner-friendly guide to PPO and GRPO: simplifying policy optimization in reinforcement learning The post Demystifying Policy Optimization in RL: An Introduction to PPO and GRPO appeared first on Towards Data Science.

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Warp: The Intelligent AI-Powered Terminal

Effortlessly run terminal commands, enhance projects with AI, collaborate with your team, and access features quickly, all through a sleek, modern interface designed for efficiency.

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How to Market Yourself as a Data Professional on LinkedIn

Want recruiters and collaborators to find you? Fix your LinkedIn, even if you hate self-promotion.

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