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Mechanistic View of Transformers: Patterns, Messages, Residual Streamโ€ฆ and LSTMs

What happens when you stop concatenating and start decomposing: a new way to think about attention. The post Mechanistic View of Transformers: Patterns, Messages, Residual Streamโ€ฆ and LSTMs appeared first on Towards Data Science.

Published on: August 05, 2025 | Source: Towards Data Science favicon Towards Data Science

The Case for Makefiles in Python Projects (And How to Get Started)

Most Python projects rely on scattered scripts and commands. Learn how makefiles pulls it all together into one clean, repeatable workflow.

Published on: August 05, 2025 | Source: KDnuggets favicon KDnuggets

Genie 3: A new frontier for world models

Genie 3 can generate dynamic worlds that you can navigate in real time at 24 frames per second, retaining consistency for a few minutes at a resolution of 720p.

Published on: August 05, 2025 | Source: DeepMind Blog favicon DeepMind Blog

A Gentle Introduction to Q-Learning

Reinforcement learning is a relatively lesser-known area of artificial intelligence (AI) compared to highly popular subfields today, such as machine learning, deep learning, and natural language processing.

Published on: August 05, 2025 | Source: Machine Learning Mastery favicon Machine Learning Mastery

Getting The Most From The LangChain Ecosystem

Learn how to use the LangChain ecosystem to build, test, deploy, monitor, and visualize complex agentic workflows.

Published on: August 05, 2025 | Source: KDnuggets favicon KDnuggets

From Data Scientist IC to Manager: One Yearย In

Three pillars that shaped my first year in data science management-prioritization, empowerment, and recognition The post From Data Scientist IC to Manager: One YearIn appeared first on Towards Data Science.

Published on: August 04, 2025 | Source: Towards Data Science favicon Towards Data Science

Introducing Server-Sent Events inย Python

A simpler path to coding real-time web applications. The post Introducing Server-Sent Events inPython appeared first on Towards Data Science.

Published on: August 04, 2025 | Source: Towards Data Science favicon Towards Data Science

Master the Future with Applied Data Science Top-Ranked, Affordable, Online Masterโ€™s Degree Program

No. 4 in Fortuneโ€™s 2024 Best Online Masterโ€™s in Data Science Programs and No. 10 in TechGuideโ€™s 2025 Most Affordable Online Masterโ€™s in Data Science Degree Programs.

Published on: August 04, 2025 | Source: KDnuggets favicon KDnuggets

On Adding a Start Value to a Waterfall Chart in Power BI

A waterfall chart can be a powerful tool for conveying information. But it has some limitations. The post On Adding a Start Value to a Waterfall Chart in Power BI appeared first on Towards Data Science.

Published on: August 04, 2025 | Source: Towards Data Science favicon Towards Data Science

Hands-On with Agents SDK: Multi-Agent Collaboration

Explore the handoff and agents-as-tools patterns, their use cases, and how to customize them using OpenAI Agents SDK and Streamlit. The post Hands-On with Agents SDK: Multi-Agent Collaboration appeared first on Towards Data Science.

Published on: August 04, 2025 | Source: Towards Data Science favicon Towards Data Science

Rethinking how we measure AI intelligence

Game Arena is a new, open-source platform for rigorous evaluation of AI models. It allows for head-to-head comparison of frontier systems in environments with clear winning conditions.

Published on: August 04, 2025 | Source: DeepMind Blog favicon DeepMind Blog

Building a Decoder-Only Transformer Model Like Llama-2 and Llama-3

This post is divided into five parts; they are: โ€ข From a Full Transformer to a Decoder-Only Model โ€ข Building a Decoder-Only Model โ€ข Data Preparation for Self-Supervised Learning โ€ข Training the Model โ€ข Extensions The transformer model originated as a sequence-to-sequence (seq2seq) model that converts an input sequence into a context vector, which is then used to generate a new sequence.

Published on: August 04, 2025 | Source: Machine Learning Mastery favicon Machine Learning Mastery

Building a Decoder-Only Transformer Model for Text Generation

This post is divided into five parts; they are: โ€ข From a Full Transformer to a Decoder-Only Model โ€ข Building a Decoder-Only Model โ€ข Data Preparation for Self-Supervised Learning โ€ข Training the Model โ€ข Extensions The transformer model originated as a sequence-to-sequence (seq2seq) model that converts an input sequence into a context vector, which is then used to generate a new sequence.

Published on: August 04, 2025 | Source: Machine Learning Mastery favicon Machine Learning Mastery

Does the Code Work orย Not?ย 

A common misconception about the working state of code in data, AI or software engineering fields. The post Does the Code Work orNot? appeared first on Towards Data Science.

Published on: August 04, 2025 | Source: Towards Data Science favicon Towards Data Science

Exploring NotebookLM Alternatives

Looking for tools like NotebookLM? Discover alternatives that help you organize, summarize, and interact with your documents.

Published on: August 04, 2025 | Source: KDnuggets favicon KDnuggets

10 Python Libraries Every MLOps Engineer Should Know

Learn about 10 essential Python libraries that support core MLOps tasks like versioning, deployment, and monitoring.

Published on: August 04, 2025 | Source: KDnuggets favicon KDnuggets

5 Routine Tasks That ChatGPT Can Handle for Data Scientists

A practical walkthrough of how ChatGPT handles cleaning, exploration, visualization, modeling and more.

Published on: August 04, 2025 | Source: KDnuggets favicon KDnuggets

Building a Transformer Model for Language Translation

This post is divided into six parts; they are: โ€ข Why Transformer is Better than Seq2Seq โ€ข Data Preparation and Tokenization โ€ข Design of a Transformer Model โ€ข Building the Transformer Model โ€ข Causal Mask and Padding Mask โ€ข Training and Evaluation Traditional seq2seq models with recurrent neural networks have two main limitations: โ€ข Sequential processing prevents parallelization โ€ข Limited ability to capture long-term...

Published on: August 02, 2025 | Source: Machine Learning Mastery favicon Machine Learning Mastery

Mastering NLP with spaCy โ€“ Part 2

POS tagging, dependency parser and named entity recognition. The post Mastering NLP with spaCy โ€“ Part 2 appeared first on Towards Data Science.

Published on: August 01, 2025 | Source: Towards Data Science favicon Towards Data Science

How Computers โ€œSeeโ€ Molecules

Generative Molecular Design (Part 1): common molecular representations in data science. The post How Computers โ€œSeeโ€ Molecules appeared first on Towards Data Science.

Published on: August 01, 2025 | Source: Towards Data Science favicon Towards Data Science

โ€œI think of analysts as data wizards who help their product teams solve problemsโ€

Mariya Mansurova explains how hands-on learning, agentic AI, and engineering habits shape her writing and work. The post โ€œI think of analysts as data wizards who help their product teams solve problemsโ€ appeared first on Towards Data Science.

Published on: August 01, 2025 | Source: Towards Data Science favicon Towards Data Science

Debugging and Tracing LLMs Like a Pro

Debugging LLMs is important because their workflows are complex and involve multiple parts like chains, prompts, APIs, tools, retrievers, and more.

Published on: August 01, 2025 | Source: KDnuggets favicon KDnuggets

When Models Stop Listening: How Feature Collapse Quietly Erodes Machine Learning Systems

Models don't just fail with noise; they fail in silence, by narrowing their attention to the point of fragility. The post When Models Stop Listening: How Feature Collapse Quietly Erodes Machine Learning Systems appeared first on Towards Data Science.

Published on: August 01, 2025 | Source: Towards Data Science favicon Towards Data Science

10 Surprising Things You Can Do with Pythonโ€™s time module

This tutorial explores ten practical and surprising applications of the Python time module.

Published on: August 01, 2025 | Source: KDnuggets favicon KDnuggets

Try Deep Think in the Gemini app

Deep Think utilizes extended, parallel thinking and novel reinforcement learning techniques for significantly improved problem-solving.

Published on: August 01, 2025 | Source: DeepMind Blog favicon DeepMind Blog

Best Web Scraping Companies in 2025

Whether youโ€™re looking for simple point-and-click solutions or hardcore APIs for scraping the entire web, this list offers something for everyone.

Published on: July 31, 2025 | Source: KDnuggets favicon KDnuggets

How to Diagnose Why Your Regression Model Fails

In regression models , failure occurs when the model produces inaccurate predictions โ€” that is, when error metrics like MAE or RMSE are high โ€” or when the model, once deployed, fails to generalize well to new data that differs from the examples it was trained or tested on.

Published on: July 31, 2025 | Source: Machine Learning Mastery favicon Machine Learning Mastery

FastSAMโ€Š for Image Segmentation Tasks โ€” Explained Simply

Image segmentation is a popular task in computer vision, with the goal of partitioning an input image into multiple regions, where each region represents a separate object. Several classic approaches from the past involved taking a model backbone (e.g., U-Net) and fine-tuning it on specialized datasets. While fine-tuning works well, the emergence of GPT-2 and [โ€ฆ] The post FastSAM for Image Segmentation Tasks โ€”...

Published on: July 31, 2025 | Source: Towards Data Science favicon Towards Data Science

How to Benchmark LLMs โ€“ ARC AGI 3

Learn how to LLMs are benchmarked, and try out the newly released ARC AGI 3 The post How to Benchmark LLMs โ€“ ARC AGI 3 appeared first on Towards Data Science.

Published on: July 31, 2025 | Source: Towards Data Science favicon Towards Data Science

LLMs and Mental Health

Are LLMs good or bad for our mental health? Itโ€™s more complicated than that. The post LLMs and Mental Health appeared first on Towards Data Science.

Published on: July 31, 2025 | Source: Towards Data Science favicon Towards Data Science

The ONLY Data Science Roadmap You Need to Get aย Job

Are you looking to become a data scientist and donโ€™t know where to start? In this article, I want to provide you with a straightforward, no-nonsense learning roadmap that you can follow to break into the industry. By the end, youโ€™ll finally have a clear understanding of what is required and the best resources to [โ€ฆ] The post The ONLY Data Science Roadmap You Need to Get aJob appeared first on Towards Data Science.

Published on: July 31, 2025 | Source: Towards Data Science favicon Towards Data Science

Top 7 Continuous Integration and Continuous Delivery Tools for 2025

Discover the leading CI/CD tools that are transforming how teams automate integration and deployment.

Published on: July 31, 2025 | Source: KDnuggets favicon KDnuggets

Best Proxy Providers in 2025

Discover the best proxy provider that fits your workflow, goals, and budget.

Published on: July 30, 2025 | Source: KDnuggets favicon KDnuggets

The Misconception of Retraining: Why Model Refresh Isnโ€™t Always the Fix

Retraining is easy; knowing when not to is the real challenge. In machine learning, performance drops are rarely about stale weights; theyโ€™re about misunderstood signals. The post The Misconception of Retraining: Why Model Refresh Isnโ€™t Always the Fix appeared first on Towards Data Science.

Published on: July 30, 2025 | Source: Towards Data Science favicon Towards Data Science

Confusion Matrix Made Simple: Accuracy, Precision, Recall & F1-Score

How to evaluate classification models and understand which metric matters the most. The post Confusion Matrix Made Simple: Accuracy, Precision, Recall & F1-Score appeared first on Towards Data Science.

Published on: July 30, 2025 | Source: Towards Data Science favicon Towards Data Science