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Write C Code Without Learning C: The Magic of PythoC

an interesting library the other day that I hadn’t heard of before.  PythoC is a Domain-Specific Language (DSL) compiler that allows developers to write C programs using standard Python syntax. It takes a statically-typed subset of Python code and compiles it directly down to native machine code via LLVM IR (Low Level Virtual Machine Intermediate …

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5 Powerful Python Decorators to Optimize LLM Applications

Image by Editor   Contents# Introduction# 1. In-memory Caching# 2. Caching On Persistent Disk# 3. Network-resilient Apps# 4. Client-side Throttling# 5. Structured Output Binding# Wrapping Up # Introduction  Python decorators are tailor-made solutions that are designed to help simplify complex software logic in a variety of applications, including LLM-based ones. Dealing with LLMs often involves coping with unpredictable, slow—and frequently expensive—third-party APIs, and …

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How AI is giving Northern Ireland teachers time back

Embracing the opportunity ahead, responsibly We believe the promise of AI in education can only be achieved by developing it responsibly. One essential facet of this is doing so in close partnership with the entire education ecosystem. When my team and I met with Damian Harvey, Interim Head of C2k, he emphasized this point. He …

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AI in Multiple GPUs: ZeRO & FSDP

of a series about distributed AI across multiple GPUs: ContentsIntroductionThe Memory Problem in DDPZeRO-1: Optimizer State PartitioningZeRO-2: Gradient PartitioningZeRO-3: Parameter PartitioningUsing ZeRO in PyTorchConclusionReferences Introduction In the previous post, we saw how Distributed Data Parallelism (DDP) speeds up training by splitting batches across GPUs. DDP solves the throughput problem, but it introduces a new challenge: memory …

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A Guide to Kedro: Your Production-Ready Data Science Toolbox

Image by Editor   Contents# Introduction# Getting Started With Kedro# Exploring the Core Elements of Kedro# Wrapping Up # Introduction  Data science projects usually begin as exploratory Python notebooks but need to be moved to production settings at some stage, which might be tricky if not planned carefully. QuantumBlack’s framework, Kedro, is an open-source tool that bridges the gap between …

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Our most cost-effective AI model yet

Today, we’re introducing Gemini 3.1 Flash-Lite, our fastest and most cost-efficient Gemini 3 series model. Built for high-volume developer workloads at scale, 3.1 Flash-Lite delivers high quality for its price and model tier. Starting today, 3.1 Flash-Lite is rolling out in preview to developers via the Gemini API in Google AI Studio and for enterprises …

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YOLOv3 Paper Walkthrough: Even Better, But Not That Much

to be the state-of-the-art object detection algorithm, looked to become obsolete thanks to the appearance of other methods like SSD (Single Shot Multibox Detector), DSSD (Deconvolutional Single Shot Detector), and RetinaNet. Finally, after two years since the introduction of YOLOv2, the authors decided to improve the algorithm where they eventually came up with the next …

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Docker AI for Agent Builders: Models, Tools, and Cloud Offload

Image by Editor   Contents# The Value of Docker# 1. Docker Model Runner: Your Local Gateway# 2. Defining AI Models in Docker Compose# 3. Docker Offload: Cloud Power, Local Experience# 4. Model Context Protocol Servers: Agent Tools# 5. GPU-Optimized Base Images for Custom Work# Putting It All Together # The Value of Docker  Building autonomous AI systems is no longer just about prompting …

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Google’s latest AI image generation model

In August of last year, our Gemini Image model, Nano Banana, became a viral sensation, redefining image generation and editing. Then in November, we released Nano Banana Pro, offering users advanced intelligence and studio-quality creative control. Today, we’re bringing the best of both worlds to users across Google. Introducing Nano Banana 2 (Gemini 3.1 Flash …

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