This is a very impressive paper. The MeLoRA algorithm proposed in the paper not only achieves a rank increase but also shows certain improvements in computational efficiency compared to vanilla LoRA. Although the theory in this paper is relatively simple and there are not many mathematical formulas, the specific methods are quite enlightening. Article Title: … Read more
Source: DeepHub IMBA This article is approximately 5000 words long and is suggested to be read in 10 minutes. This article starts with a simple implementation of LoRA, delving into LoRA, its practical implementation, and benchmarking. LoRA stands for Low-Rank Adaptation, which provides an efficient and lightweight method for fine-tuning pre-existing language models. One of … Read more
The author states: Among various effective LLM fine-tuning methods, LoRA remains his preferred choice. LoRA (Low-Rank Adaptation) is a popular technique for fine-tuning LLMs (Large Language Models), initially proposed by researchers from Microsoft in the paper “LORA: LOW-RANK ADAPTATION OF LARGE LANGUAGE MODELS”. Unlike other techniques, LoRA does not adjust all parameters of the neural … Read more
MLNLP community is a well-known machine learning and natural language processing community both domestically and internationally, covering NLP graduate students, university teachers, and corporate researchers. The vision of the community is to promote communication and progress between the academic and industrial circles of natural language processing and machine learning, especially for beginners. Reprinted from | … Read more
Introduction LoRA (Low-Rank Adaptation of Large Language Models) is a very practical fine-tuning framework for large models. Before the emergence of LoRA, I used to manually modify parameters, optimizers, or layer counts to “refine” models, which was extremely blind. However, the LoRA technique allows for quick fine-tuning of parameters. If the results after LoRA fine-tuning … Read more
The growing needs for a better life among the people have spurred new demands for technological development. Medical robots, as the “crown jewel of the robotics industry,” are a key development direction in the fields of robotics and medical devices, and they are also an important focus for enhancing the technological level of medical and … Read more
In recent years, the robotics industry has developed rapidly, with robots being widely used in various fields, especially in industry. It is not difficult to see their enormous potential. At the same time, we must recognize that the booming development of the robotics industry relies on advanced scientific research progress and technical support. What are … Read more
When many people hear the word “robot“, they might think of terms like “cool design”, “powerful functions”, and “high-end”, imagining robots as something high-tech and flashy like the “Terminator” in science fiction movies. However, this is not the case. In this article, we will explore the basic concepts of robotics and understand how robots accomplish … Read more
(Report produced by: Shanghai Securities, Liu Yangdong, Wu Tingting) 1. Robot Drive Method: Mainly Motor The robot primarily uses motors as its drive method The drive methods for robots can be divided into hydraulic drive, pneumatic drive, and motor drive, among which motor drive is the most widely used method, offering advantages such as high … Read more
Intelligent Robots We understand the so-called intelligent robots in a broad sense, and the most profound impression it gives is a unique self-controlling “living being”. In fact, the main organs of this self-controlling “living being” are not as subtle and complex as those of a real person. Intelligent robots possess various internal and external information … Read more