Latest Posts

How to Run DeepSeek V3-0324: Updated Weights

By Ryan A. on Mar 25, 2025

DeepSeek V3-0324 is an updated checkpoint with better coding performance and the same setup as previous versions. Here’s how to run it with the latest weights.

TensorFlow vs PyTorch vs JAX: Performance Benchmark

By Wei Ming T. on Mar 24, 2025

Performance comparison of TensorFlow, PyTorch, and JAX using a CNN model and synthetic dataset. Benchmarked on NVIDIA L4 GPU with consistent data and architecture to evaluate training time, memory usage, and model compilation behavior.

GPU System Requirements Guide for Gemma 3 Multimodal

By Ryan A. on Mar 13, 2025

Learn the recommended GPU specifications for running Google DeepMind's latest Gemma 3 models efficiently, including VRAM requirements for text and image-to-text tasks.

How to Generate Videos Using Wan2.1 Text-to-Video on Ubuntu

By Ryan A. on Mar 12, 2025

Learn how to generate videos using Wan2.1, an advanced open-source video generation model. This guide walks you through installation, setup, and running text-to-video generation on consumer and high-end GPUs.

How to Install and Run QwQ-32B

By Ryan A. on Mar 6, 2025

QwQ-32B is a 32-billion-parameter reasoning model optimized with reinforcement learning, rivaling larger models like DeepSeek-R1. This guide covers installation and running methods, including Hugging Face and an easier alternative using Ollama.

NVIDIA vs MacOS Metal GPU: Performance Benchmark for AI/ML

By Wei Ming T. on Mar 5, 2025

Comparing NVIDIA GPUs with Apple's macOS Metal GPUs for machine learning workloads. Performance tests include a deep learning rig, MacBook M3 Pro, MacBook Air M1, and Google Colab's free tier.

How to Run PyTorch on a MacOS GPU with Metal

By Wei Ming T. on Mar 5, 2025

Learn how to run PyTorch on a Mac's GPU using Apple’s Metal backend for accelerated deep learning. This guide covers installation, device selection, and running computations on MPS.

How to Use the Claude 3.7 Sonnet API: Developer Guide

By Jacob M. on Feb 25, 2025

Learn how to integrate and use the Claude 3.7 API, Anthropic’s latest hybrid reasoning AI model. This guide covers authentication, making API requests with cURL, Python, and JavaScript, and key features like extended reasoning and Claude Code.

Is TensorFlow Still Relevant in 2025?

By Wei Ming T. on Feb 23, 2025

As PyTorch continues to gain traction, is TensorFlow still worth learning in 2025? A deep dive into their strengths, industry adoption, and what matters for building a machine learning career.

How to Scale RAG for Millions of Documents for Your LLM

By Sam G. on Feb 11, 2025

Essential strategies to efficiently scale RAG (Retrieval-Augmented Generation) for millions of documents, including vector database selection, indexing methods, reranking approaches, and optimized data ingestion pipelines.

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