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Debugging Python in Docker: A Tutorial for Beginners

Image by Author | Ideogram   Contents# Introduction# Why is Debugging in Docker Different?# Setting Up Our Example# Creating Your First Docker Container# 1. Running an Interactive Debugging Session# 2. Using Volume Mounting for Live Edits# 3. Connecting a Remote Debugger from Your IDE# Common Debugging Problems and Solutions# Conclusion # Introduction  Docker has simplified how we develop, ship, and run applications by providing consistent …

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Writing Your First GPU Kernel in Python with Numba and CUDA

Image by Author | Ideogram   GPUs are great for tasks where you need to do the same operation across different pieces of data. This is known as the Single Instruction, Multiple Data (SIMD) approach. Unlike CPUs, which only have a few powerful cores, GPUs have thousands of smaller ones that can run these repetitive …

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LangGraph 101: Let’s Build A Deep Research Agent

that actually work in practice is not an easy task. You need to consider how to orchestrate the multi-step workflow, keep track of the agents’ states, implement necessary guardrails, and monitor decision processes as they happen. Fortunately, LangGraph addresses exactly those pain points for you. Recently, Google just demonstrated this perfectly by open-sourcing a full-stack …

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Stress Testing FastAPI Application – KDnuggets

Image by Author   Contents# Introduction# 1. Project Setup and Dependencies# 2. Building the FastAPI Application# 3. Writing the Locust Stress Test# 4. Running the Stress Test# Final Thoughts # Introduction  Stress testing is crucial for understanding how your application behaves under heavy load. For machine learning-powered APIs, it is especially important because model inference can be CPU-intensive. By simulating a large …

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Introducing Gemma 3 270M: The compact model for hyper-efficient AI

The last few months have been an exciting time for the Gemma family of open models. We introduced Gemma 3 and Gemma 3 QAT, delivering state-of-the-art performance for single cloud and desktop accelerators. Then, we announced the full release of Gemma 3n, a mobile-first architecture bringing powerful, real-time multimodal AI directly to edge devices. Our …

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Getting Started with Neo4j: Installation and Setup Guide

Image by Editor | ChatGPT   Contents# Introduction# Prerequisites# Installing Neo4j# Initial Setup and Configuration# Accessing the Neo4j Browser# Basic Cypher Commands# Next Steps# Conclusion # Introduction  Neo4j is a powerful database that works with connected data. Unlike traditional databases that use tables, Neo4j uses nodes and relationships. This setup makes it easy to explore complex links in data. Neo4j is popular for projects …

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Kaggle Game Arena evaluates AI models through games

Current AI benchmarks are struggling to keep pace with modern models. As helpful as they are to measure model performance on specific tasks, it can be hard to know if models trained on internet data are actually solving problems or just remembering answers they’ve already seen. As models reach closer to 100% on certain benchmarks, …

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