#CUDA kernel optimization
114 related articles
Tutorials·2 min
Unsloth Tutorial: Fine-Tune LLMs Locally with 5x Speed and Massive VRAM Savings
Learn how Unsloth uses LoRA optimization and Web UI to efficiently fine-tune Gemma 4, Qwen3, DeepSeek and more on consumer GPUs, with 2-5x speed gains and 50-70% VRAM reduction.
Read more →
Tutorials·3 min
Unsloth Tutorial: Fine-Tune LLMs Locally with Multi-fold Speed Boost and 60% VRAM Savings
Unsloth is an open-source LLM fine-tuning tool with 63K GitHub stars, supporting Gemma 4, Qwen3, and DeepSeek. It achieves multi-fold training speedup and 60% VRAM reduction through kernel optimization, enabling fine-tuning on consumer GPUs.
Read more →
Tutorials·2 min
Unsloth Tutorial: A Guide to Fine-Tuning LLMs Locally with Reduced VRAM and Faster Training
Learn how Unsloth enables efficient local LLM fine-tuning with LoRA optimization, supporting Gemma 4, Qwen3, and DeepSeek while reducing VRAM usage by 50% and boosting training speed 2-5x.
Read more →
Product Reviews·1 min
Unsloth: An Efficient Open-Source Tool for Local LLM Fine-Tuning
Unsloth is a 63,000+ star open-source project on GitHub with a Web UI for locally training and fine-tuning LLMs like Gemma 4, Qwen3, and DeepSeek on consumer GPUs.
Read more →
Deep Dives·1 min
AI Fundamentals Open-Source Treasure Trove: Comprehensive Coverage from GPU Architecture to AI Agents
Discover AI-fundermentals, an open-source project covering GPU architecture, CUDA programming, LLM fundamentals, and AI Agents in one systematic knowledge base.
Read more →
Product Reviews·4 min
Cube Studio Deep Dive: Tencent's Open-Source One-Stop Cloud-Native AI Platform
Deep dive into Tencent's open-source AI platform Cube Studio, covering distributed training, LLM fine-tuning, inference deployment, VGPU virtualization, and domestic hardware support for enterprise MLOps.
Read more →
Product Reviews·4 min
Unsloth: The Open-Source Tool That Makes Local LLM Fine-Tuning 5x Faster
Unsloth is an open-source LLM fine-tuning tool with 63K+ GitHub stars. Supporting Gemma 4, Qwen 3, and DeepSeek, it boosts training speed 2-5x and cuts VRAM by 80% via LoRA/QLoRA, with a Web UI for easy local fine-tuning.
Read more →
Product Reviews·5 min
Unsloth: The Open-Source Tool That Speeds Up Local LLM Fine-Tuning by 5x
Unsloth is an open-source LLM training tool with 63,000+ GitHub Stars. It supports local fine-tuning of Gemma 4, Qwen3, DeepSeek and more, with Web UI, VRAM optimization, and 2-5x training speedup on consumer GPUs.
Read more →
Product Reviews·2 min
Unsloth: The Free Local LLM Training Tool with 60K+ Stars on GitHub — A Complete Guide
Unsloth is a 63K-star open-source tool for local LLM training with Web UI. Supports Gemma 4, Qwen 3, DeepSeek fine-tuning with 2-5x speed boost on consumer GPUs.
Read more →
Product Reviews·4 min
Cube Studio Deep Dive: A Practical Guide to Tencent's Open-Source One-Stop MLOps Platform
Deep dive into Tencent's open-source Cube Studio: architecture, large model training/fine-tuning, vLLM inference, distributed training ecosystem, Ascend adaptation, and VGPU compute management for enterprise MLOps.
Read more →
Product Reviews·4 min
Unsloth: The Efficient Tool for Local Open-Source LLM Training — The Secret Behind 60K+ GitHub Stars
In-depth analysis of Unsloth, a 60K+ star open-source LLM training tool supporting Gemma 4, Qwen3, DeepSeek local fine-tuning with LoRA/QLoRA to dramatically reduce VRAM requirements.
Read more →
Product Reviews·3 min
Unsloth: The Best Open-Source Tool for Local LLM Fine-Tuning (2025 Guide)
Unsloth is an open-source LLM training tool with 63K GitHub stars. Fine-tune Gemma 4, Qwen3, DeepSeek locally with 50% less VRAM and 2-5x faster training speed via Web UI.
Read more →
Product Reviews·5 min
Cube Studio: Tencent's Open-Source One-Stop AI Platform Covering Everything from Large Model Training to Inference
In-depth analysis of Cube Studio, Tencent Music's open-source cloud-native AI platform covering distributed training, DeepSeek fine-tuning, vLLM inference, VGPU management, and Huawei Ascend support.
Read more →
Tutorials·2 min
Unsloth: How This 60K-Star Web UI Runs Gemma 4, Qwen3.6, and DeepSeek on Consumer GPUs
Deep dive into Unsloth: fine-tune and run Gemma 4, Qwen3.6, and DeepSeek locally via Web UI. 70% less VRAM, 5× faster — consumer GPUs welcome.
Read more →