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Efficient Large Dimensional Self-Organising Maps with PyTorch

Because it’s fun to self-organiseContinue reading on Towards Data Science »

Published on: December 13, 2024 | Source: Towards Data Science favicon Towards Data Science

How to Perform Advanced SQL Queries in BigQuery

Improve your SQL querying skills in BigQuery with these advanced querying templates.

Published on: December 13, 2024 | Source: KDnuggets favicon KDnuggets

Addressing the Butterfly Effect: Data Assimilation Using Ensemble Kalman Filter

Learn how to implement the Ensemble Kalman Filter for data assimilation, with mathematical details step-by-step code.Continue reading on Towards Data Science »

Published on: December 13, 2024 | Source: Towards Data Science favicon Towards Data Science

I’m Doing the Advent of Code 2024 in Python — Day 3

Let’s see how many stars we’ll collect.Continue reading on Towards Data Science »

Published on: December 13, 2024 | Source: Towards Data Science favicon Towards Data Science

10 Podcasts That Every Machine Learning Enthusiast Should Subscribe To

Podcasts are a fun and easy way to learn about machine learning.

Published on: December 13, 2024 | Source: Machine Learning Mastery favicon Machine Learning Mastery

Why Retrieval-Augmented Generation Is Still Relevant in the Era of Long-Context Language Models

In this article we will explore why 128K tokens and more models can’t fully replace using RAG.Continue reading on Towards Data Science »

Published on: December 12, 2024 | Source: Towards Data Science favicon Towards Data Science

Transformers Key-Value (KV) Caching Explained

Speed up your LLM inferenceContinue reading on Towards Data Science »

Published on: December 12, 2024 | Source: Towards Data Science favicon Towards Data Science

CV VideoPlayer — Once and For All

CV VideoPlayer—Once and ForAllA Python video player package made for computer visionresearchImage byauthorWhen developing computer vision algorithms, the journey from concept to working implementation often involves countless iterations of watching, analyzing, and debugging video frames. As I dove deeper into computer vision projects, I found myself repeatedly writing the same boilerplate code for video visualization...

Published on: December 12, 2024 | Source: Towards Data Science favicon Towards Data Science

Sentiment analysis template: A complete data science project

10 essential steps, from data exploration to model deployment.Continue reading on Towards Data Science »

Published on: December 12, 2024 | Source: Towards Data Science favicon Towards Data Science

Essential Data Cleaning Techniques for Accurate Machine Learning Models

Master essential data cleaning techniques to improve machine learning models, from handling missing data to feature selection, using a real-world project.

Published on: December 12, 2024 | Source: KDnuggets favicon KDnuggets

Why “AI Can’t Reason” Is a Bias

We humans are proud creaturesContinue reading on Towards Data Science »

Published on: December 12, 2024 | Source: Towards Data Science favicon Towards Data Science

How to Use LayoutLM for Document Understanding and Information Extraction with Hugging Face Transformers

Let's learn how to use LayoutLM with Hugging Face Transformers

Published on: December 12, 2024 | Source: KDnuggets favicon KDnuggets

SQLite in Production: Dreams Becoming Reality

On the virtues of radical simplicityA simple landscape. From Unsplash.This is the first in a two-part series on using SQLite for machine learning. In this article, I dive into why SQLite is rapidly becoming a production-ready database. In the second article, I will discuss how to perform retrieval-augmented-generation usingSQLite.If you’d like a custom web application with generative AI integration, visit...

Published on: December 12, 2024 | Source: Towards Data Science favicon Towards Data Science

The Economics of Artificial Intelligence, Causal Tools, ChatGPT’s Impact, and Other Holiday Reads

Feeling inspired to write your first TDS post before the end of 2024? We’re always open to contributions from newauthors.Our guiding principle is that it’s never a bad time to learn new things, but we also know that different moments call for different types of learning. Here at TDS, we’ve traditionally published lots of hands-on, roll-up-your-sleeves guides and tutorials as soon as we kick off a new year—and we’re...

Published on: December 12, 2024 | Source: Towards Data Science favicon Towards Data Science

Activation Functions in Neural Networks: How to Choose the Right One

Introduction to activation functions and an overview of the most famous functionsContinue reading on Towards Data Science »

Published on: December 12, 2024 | Source: Towards Data Science favicon Towards Data Science

Deal with Missingness Like a Pro: Multivariate and Iterative Imputation Algorithms

Using LightGBM, kNN and AutoEncoders for imputation and improving them further via iterative method MICEContinue reading on Towards Data Science »

Published on: December 12, 2024 | Source: Towards Data Science favicon Towards Data Science

TSMixer: Google’s Innovative Deep Learning Forecasting Model

Combining lightweight design with high forecasting accuracyContinue reading on Towards Data Science »

Published on: December 12, 2024 | Source: Towards Data Science favicon Towards Data Science

3 Business Skills You Need to Progress Your Data Science Career in 2025

DATA SCIENCEIncluding resources for how to build thoseskillsImage by Author. Created using MidjourneyIf you have been a data scientist for a while, sooner or later you’ll notice that your day-to-day has shifted from a VSCode-loving, research paper-reading, git-version-committing data scientist to a collaboration-driving, project-scoping, stakeholder-managing, and strategy-setting individual.This shift will be gradual...

Published on: December 11, 2024 | Source: Towards Data Science favicon Towards Data Science

Understanding AI with SAS

We have four new learning paths to help meet you, wherever you are, and take you to the next level of AI and analytics maturity.

Published on: December 11, 2024 | Source: KDnuggets favicon KDnuggets

Translating a Memoir: A Technical Journey

Leveraging GPT-3.5 and unstructured APIs for translationsThis blog post details how I utilised GPT to translate the personal memoir of a family friend, making it accessible to a broader audience. Specifically, I employed GPT-3.5 for translation and Unstructured’s APIs for efficient content extraction and formatting.The memoir, a heartfelt account by my family friend Carmen Rosa, chronicles her upbringing in Bolivia and...

Published on: December 11, 2024 | Source: Towards Data Science favicon Towards Data Science

5 Essential Tips to Build Business Dashboards Stakeholders Love

A practical guide to designing clear, effective, and actionable dashboards for decision-makingContinue reading on Towards Data Science »

Published on: December 11, 2024 | Source: Towards Data Science favicon Towards Data Science

How to Build a Text Classification Model with Hugging Face Transformers

Learn the key steps to train a transformer-based text classification model from scratch.

Published on: December 11, 2024 | Source: KDnuggets favicon KDnuggets

I’m Doing the Advent of Code 2024 in Python — Day 2

Let’s see how many stars we’ll collect.Continue reading on Towards Data Science »

Published on: December 11, 2024 | Source: Towards Data Science favicon Towards Data Science

Introducing Gemini 2.0: our new AI model for the agentic era

Today, we’re announcing Gemini 2.0, our most capable multimodal AI model yet.

Published on: December 11, 2024 | Source: DeepMind Blog favicon DeepMind Blog

Measuring the Cost of Production Issues on Development Teams

Deprioritizing quality sacrifices both software stability and velocity, leading to costly issues. Investing in quality boosts speed and outcomes.Image by the author. (AI generated Midjourney)Investing in software quality is often easier said than done. Although many engineering managers express a commitment to high-quality software, they are often cautious about allocating substantial resources toward quality-focused...

Published on: December 11, 2024 | Source: Towards Data Science favicon Towards Data Science

Data Science Lifecycle Process

Learn how the whole data science process works to achieve the optimal result.

Published on: December 11, 2024 | Source: KDnuggets favicon KDnuggets

An Introduction to Statistical Sampling

“If you try it, you might wanna buy it.”Continue reading on Towards Data Science »

Published on: December 11, 2024 | Source: Towards Data Science favicon Towards Data Science

How to Price with Machine Learning

Customizing neural networks to fit price-response functionsContinue reading on Towards Data Science »

Published on: December 11, 2024 | Source: Towards Data Science favicon Towards Data Science

Overcoming AI Implementation Challenges: Lessons from Early Adopters

Overcoming AI implementation challenges requires a strategic approach, focusing on data quality, skilled talent, and ethical governance, as demonstrated by early adopters.

Published on: December 11, 2024 | Source: KDnuggets favicon KDnuggets

Understanding DDPG: The Algorithm That Solves Continuous Action Control Challenges

Discover how DDPG solves the puzzle of continuous action control, unlocking possibilities in AI-driven medical robotics.Imagine you’re controlling a robotic arm in a surgical procedure. Discrete actions mightbe:Move up,Move down,Grab, orReleaseThese are clear, direct commands, easy to execute in simple scenarios.But what about performing delicate movements, suchas:Move the arm by 0.5 mm to avoid damaging the...

Published on: December 11, 2024 | Source: Towards Data Science favicon Towards Data Science

How I’d Learn Machine Learning Again, After 6 Years

Some rough guidelinesContinue reading on Towards Data Science »

Published on: December 11, 2024 | Source: Towards Data Science favicon Towards Data Science

Missing Data in Time-Series: Machine Learning Techniques

Part 1: Leverage linear regression and decision trees to impute time-series gaps.Continue reading on Towards Data Science »

Published on: December 10, 2024 | Source: Towards Data Science favicon Towards Data Science

Awesome Plotly with Code Series (Part 5): The Order in Bar Charts Matters

And it is not always simply ordering by highest to lowestContinue reading on Towards Data Science »

Published on: December 10, 2024 | Source: Towards Data Science favicon Towards Data Science

How to Apply the Central Limit Theorem to Constrained Data

What can we say about the mean of data distributed in an interval [a, b]?Continue reading on Towards Data Science »

Published on: December 10, 2024 | Source: Towards Data Science favicon Towards Data Science

How to Use Structured Generation for LLM-as-a-Judge Evaluations

Structured generation is fundamental to building complex, multi-step reasoning agents in LLM evaluations—especially for open sourcemodelsSource: Generated with SDXL1.0Disclosure: I am a maintainer of Opik, one of the open source projects used later in thisarticle.For the past few months, I’ve been working on LLM-based evaluations (“LLM-as-a-Judge” metrics) for language models. The results have so far been extremely...

Published on: December 10, 2024 | Source: Towards Data Science favicon Towards Data Science