deep space exploration

Why LoRA Has Become an Indispensable Core Technology for Fine-Tuning Large Models?

by
Why LoRA Has Become an Indispensable Core Technology for Fine-Tuning Large Models?

In the field of artificial intelligence, large language models (LLMs) such as Claude, LLaMA, and DeepSeek are becoming increasingly powerful. However, adapting these models to specific tasks, such as legal Q&A, medical dialogues, or internal knowledge queries for a company, traditionally involves “fine-tuning” the model. This often entails significant computational overhead and high resource costs. … Read more

How Much Parameter Redundancy Exists in LoRA? New Research: Cutting 95% Can Still Maintain High Performance

by
How Much Parameter Redundancy Exists in LoRA? New Research: Cutting 95% Can Still Maintain High Performance

MLNLPThe MLNLP community is a well-known machine learning and natural language processing community both domestically and internationally, covering NLP graduate students, university professors, and corporate researchers.The vision of the communityis to promote communication and progress between the academic and industrial sectors of natural language processing and machine learning, especially for beginners.Source | Machine HeartEditor | … Read more

How Much Parameter Redundancy Exists in LoRA? New Research: Cutting 95% Can Maintain High Performance

by
How Much Parameter Redundancy Exists in LoRA? New Research: Cutting 95% Can Maintain High Performance

Reported by Machine Heart Editor: Zhang Qian How much parameter redundancy exists in LoRA? This innovative research introduces the LoRI technology, which demonstrates that even significantly reducing the trainable parameters of LoRA can still maintain strong model performance. The research team tested LoRI on mathematical reasoning, code generation, safety alignment, and eight natural language understanding … Read more

No-Code LoRA Fine-Tuning: Easily Build Your Own LLM

by
No-Code LoRA Fine-Tuning: Easily Build Your Own LLM

In the previous article, we discussed the theory of fine-tuning. How do we implement it? First, let’s take a look at the effects of fine-tuning. The ultimate goal of fine-tuning is to enhance the model’s performance on specific tasks. We demonstrate the effects of fine-tuning by comparing the original model, the model with added system … Read more

Creating Stunning Scenic Models of Famous Tourist Attractions in China with Liblib AI’s Flux and LoRA

by
Creating Stunning Scenic Models of Famous Tourist Attractions in China with Liblib AI's Flux and LoRA

In the busy pace of life, there are always some leisure moments that yearn to be given special meaning. Recently, I took advantage of my free time to carefully craft a stunning LoRA model for famous scenic spots across the country using Liblib AI’s Flux. It serves as a gateway to a dream travel world, … Read more

Tina: A Lightweight Inference Model Based on LoRA

by
Tina: A Lightweight Inference Model Based on LoRA

How can we achieve strong inference capabilities in language models at a low cost? Driven by this fundamental question, we propose Tina — a family of lightweight inference models realized with high cost efficiency. Tina demonstrates that significant improvements in inference performance can be achieved even with minimal resources. This achievement is realized through the … Read more

The Internet of Things After the 5G Explosion: Who Will Be the Biggest Winner Behind the Scenes?

by
The Internet of Things After the 5G Explosion: Who Will Be the Biggest Winner Behind the Scenes?

Click on the top “Tencent Technology“, “star or pin the public account” At critical moments, we deliver information promptly. Source / Wuju (ID: kejiwuju) Author / Shitou Welcome to download the Tencent News client, follow the technology page to see more technology hot news. Editor’s Note: The 5G era has arrived, and the pace of … Read more

LoRa Gateway: The ‘Eyes and Ears’ of Industrial IoT

by
LoRa Gateway: The 'Eyes and Ears' of Industrial IoT

In the steel forest of factories, the roar of machinery rises and falls, but there are always some “silent hazards” lurking in the corners—overheating equipment, abnormal currents, personnel entering restricted areas… Until the LoRa gateway, this “digital sentinel,” appeared, weaving an invisible wireless network into a smart safety net, truly bringing the industrial IoT to … Read more

How LoRa, Starting Earlier than NB-IoT, Seizes the Trillion Yuan IoT Market in China

by

LoRa&IoT For Semtech, there is a seemingly “sweet” trouble. That is, the recognition of their product LoRa far exceeds that of their company name Semtech. However, the “awkward” part is not just this. As two of the most promising low-power wide-area network communication technologies in China, NB-IoT and LoRa have always been compared, with many … Read more