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Lessons Learned After 6.5 Years Of Machine Learning

Deep work, trends, data, and research The post Lessons Learned After 6.5 Years Of Machine Learning appeared first on Towards Data Science.

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From Pixels to Plots

How I built an AI-powered prototype to turn images into insights The post From Pixels to Plots appeared first on Towards Data Science.

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Become a Better Data Scientist with These Prompt Engineering Tips and Tricks

Part 1: prompt engineering for planning, cleaning, and EDA The post Become a Better Data Scientist with These Prompt Engineering Tips and Tricks appeared first on Towards Data Science.

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Your First Local LLM API Project in Python Step-By-Step

Interested in leveraging a large language model (LLM) API locally on your machine using Python and not-too-overwhelming tools frameworks? In this step-by-step article, you will set up a local API where you'll be able to send prompts to an LLM downloaded on your machine and obtain responses back.

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A Beginner’s Guide to Mastering Gemini + Google Sheets

In this article, we'll go through the implementation of Gemini with Google Sheets.

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Linear Layers and Activation Functions in Transformer Models

This post is divided into three parts; they are: β€’ Why Linear Layers and Activations are Needed in Transformers β€’ Typical Design of the Feed-Forward Network β€’ Variations of the Activation Functions The attention layer is the core function of a transformer model.

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LayerNorm and RMS Norm in Transformer Models

This post is divided into five parts; they are: β€’ Why Normalization is Needed in Transformers β€’ LayerNorm and Its Implementation β€’ Adaptive LayerNorm β€’ RMS Norm and Its Implementation β€’ Using PyTorch's Built-in Normalization Normalization layers improve model quality in deep learning.

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A Developer’s Guide to Building Scalable AI: Workflows vs Agents

A practical guide to choosing between AI agents and workflows for production systems, covering the hidden costs, architectural trade-offs, and decision framework that can save you thousands in deployment mistakes. Includes real-world examples and a scoring system to determine which approach fits your specific use case. The post A Developer’s Guide to Building Scalable AI: Workflows vs Agents appeared first on Towards...

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How to Combine Streamlit, Pandas, and Plotly for Interactive Data Apps

With just two Python files and a handful of methods, you can build a complete dashboard that rivals expensive business intelligence tools.

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How to Learn AI for Data Analytics in 2025

Learn these AI tools to stay relevant as a data professional in 2025.

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Pipelining AI/ML Training Workloads with CUDA Streams

PyTorch Model Performance Analysis and Optimization β€” Part 9 The post Pipelining AI/ML Training Workloads with CUDA Streams appeared first on Towards Data Science.

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A Caching Strategy for Identifying Bottlenecks on the Data Input Pipeline

PyTorch model performance analysis and optimization β€” Part 8 The post A Caching Strategy for Identifying Bottlenecks on the Data Input Pipeline appeared first on Towards Data Science.

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Hitchhiker’s Guide to RAG with ChatGPT API and LangChain

Build a simple Python RAG pipeline using your local files as context The post Hitchhiker’s Guide to RAG with ChatGPT API and LangChain appeared first on Towards Data Science.

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Data Science: From School to Work, Part V

How to profile your Python project The post Data Science: From School to Work, Part V appeared first on Towards Data Science.

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The Mythical Pivot Point from Buy to Build for Data Platforms

For companies with data-intensive architectures, there often comes a pivotal point where building in-house data platforms makes more sense than buying off-the-shelf solutions The post The Mythical Pivot Point from Buy to Build for Data Platforms appeared first on Towards Data Science.

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Automate Data Quality Reports with n8n: From CSV to Professional Analysis

Analyze any CSV dataset from a URL and generate professional quality reports with n8n

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How to Unlock the Power of Multi-Agent Apps

This week, we focus on helping you reap the benefits of multi-agent systems without adding unnecessary complexity. The post How to Unlock the Power of Multi-Agent Apps appeared first on Towards Data Science.

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7 AI Agent Frameworks for Machine Learning Workflows in 2025

Machine learning practitioners spend countless hours on repetitive tasks: monitoring model performance, retraining pipelines, data quality checks, and experiment tracking.

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A Gentle Introduction to Attention Masking in Transformer Models

This post is divided into four parts; they are: β€’ Why Attention Masking is Needed β€’ Implementation of Attention Masks β€’ Mask Creation β€’ Using PyTorch's Built-in Attention In the

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Economic Cycle Synchronization with Dynamic Time Warping

The case of theEurozone The post Economic Cycle Synchronization with Dynamic Time Warping appeared first on Towards Data Science.

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How to Train a Chatbot Using RAG and CustomΒ Data

Retrieval-Augmented Generation made easy withLlama The post How to Train a Chatbot Using RAG and CustomData appeared first on Towards Data Science.

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Stop Chasing β€œEfficiency AI.” The Real Value Is in β€œOpportunity AI.”

Companies pursuing incremental productivity gains risk being displaced by AI-native competitors building entirely new business models The post Stop Chasing β€œEfficiency AI.” The Real Value Is in β€œOpportunity AI.” appeared first on Towards Data Science.

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Vibe Coding a Speed Reading App with Python in Just 15 Minutes

Less scrolling, more focus. In this 15-minute Python project, we’ll vibe-code a clean, distraction-free speed reading app.

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AlphaGenome: AI for better understanding the genome

Introducing a new, unifying DNA sequence model that advances regulatory variant-effect prediction and promises to shed new light on genome function β€” now available via API.

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10 FREE AI Tools That’ll Save You 10+ Hours a Week

No tech skills needed. Just tools that work, free to use, and actually helpful in your daily work life.

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10 Essential Machine Learning Key Terms Explained

Artificial intelligence (AI) is an umbrella computer science discipline focused on building software systems capable of mimicking human or animal intelligence capabilities to solve a task.

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Why Your Next LLM Might Not Have A Tokenizer

The Tokenizer Has Been a Necessary Evil, but This Radical Approach Shows That It Might Not Be Necessary Anymore. The post Why Your Next LLM Might Not Have A Tokenizer appeared first on Towards Data Science.

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Build Multi-Agent Apps with OpenAI’s Agent SDK

Creating multi-agent apps is simple with this open-source SDK, and it can be used with any OpenAI-compatible LLM The post Build Multi-Agent Apps with OpenAI’s Agent SDK appeared first on Towards Data Science.

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Make Sense of a 10K+ Line GitHub Repos Without Reading the Code

No time to read huge GitHub projects? This tool builds interactive diagrams from the code β€” FastAPI tested.

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Build a Data Cleaning & Validation Pipeline in Under 50 Lines of Python

Clean and validate messy data with a compact Python pipeline that fits into any workflow.

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Gemini Robotics On-Device brings AI to local robotic devices

We’re introducing an efficient, on-device robotics model with general-purpose dexterity and fast task adaptation.

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Building AI Agents with llama.cpp

This guide will walk you through the entire process of setting up and running a llama.cpp server on your local machine, building a local AI agent, and testing it with a variety of prompts.

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Combining XGBoost and Embeddings: Hybrid Semantic Boosted Trees?

The intersection of traditional machine learning and modern representation learning is opening up new possibilities.

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Reinforcement Learning from HumanΒ Feedback, Explained Simply

The one technique that made ChatGPT sosmart The post Reinforcement Learning from HumanFeedback, Explained Simply appeared first on Towards Data Science.

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Programming, Not Prompting: A Hands-On Guide toΒ DSPy

A practical deep dive into declarative AI programming The post Programming, Not Prompting: A Hands-On Guide toDSPy appeared first on Towards Data Science.

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