Understanding LoRA: Low-Rank Adaptation for Large Language Models

Understanding LoRA: Low-Rank Adaptation for Large Language Models

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

6 Key Technologies in Artificial Intelligence Applications Explained

6 Key Technologies in Artificial Intelligence Applications Explained

Introduction: In China’s “Artificial Intelligence Standardization White Paper (2018)”, a definition of artificial intelligence is given: “Artificial intelligence is the theory, methods, technologies, and application systems that utilize digital computers or machines controlled by digital computers to simulate, extend, and enhance human intelligence, perceive the environment, acquire knowledge, and use knowledge to achieve optimal results.”“ … Read more

What Is Artificial Intelligence?

What Is Artificial Intelligence?

A few days ago, a dog became famous worldwide due to a game of Go with AlphaGo. So, at the request of a small number of students, I would like to share with everyone what is called artificial intelligence. The definition of artificial intelligence can be divided into two parts: “artificial” and “intelligence.” The term … Read more

Strong AI vs Weak AI: Understanding the Differences

Strong AI vs Weak AI: Understanding the Differences

A popular definition of artificial intelligence, which is also one of the earlier definitions in the field, was proposed by John McCarthy of MIT at the Dartmouth Conference in 1956 (though this is controversial): artificial intelligence is about making machines behave like intelligent human beings. However, this definition seems to overlook the possibility of strong … Read more

AI Agent: From Tool to User of Tools

The AI chat application Kimi has quickly gained popularity, introducing a reward-based charging model. Compared to membership fees, this approach of humanizing AI provides a brand new experience and prompts us to reflect on the changing relationship between AI and humans. Pre-trained Large Models: From “Specialized” to “General”.Over the past 30 years, AI researchers have … Read more

From Specialized to Generalized: Trends and Prospects in AI

From Specialized to Generalized: Trends and Prospects in AI

MLNLP community is a well-known machine learning and natural language processing community both domestically and internationally, covering audiences including NLP graduate students, university professors, and corporate researchers. The Vision of the Community is to promote communication and progress between the academia and industry of natural language processing and machine learning, especially for the advancement of … Read more

From Weak AI to General AI: Evolution and Future of AI

From Weak AI to General AI: Evolution and Future of AI

Imagine if Alan Turing and John McCarthy had Instagram; their posts might crash the servers! The history of artificial intelligence in the tech world has been like a roller coaster, experiencing thrilling highs and frustrating lows. In 1950, Turing proposed the “Turing Test,” which was like dropping a depth charge in the tech community. Then, … Read more

Latest Applications of Core Technologies in Robotics

Latest Applications of Core Technologies in Robotics

AI and 5G are continuously giving rise to new categories of consumer electronics in conjunction with robotics technology. AI addresses the issues of machine understanding of the world and human-machine interaction. 5G expands the operational boundaries of robots, providing them with greater computing power and storage space (cloud collaborative robots). According to IFR’s classification, robots … Read more

The History of Artificial Intelligence: From Robots to Human-Machines

The History of Artificial Intelligence: From Robots to Human-Machines

Introduction: With the arrival of the intelligent era, robots are increasingly participating in our lives and work. The popular movies “Big Hero 6” and “Avengers 2” featuring AI robots have sparked interest and reflection on artificial intelligence among many movie fans and even professionals. When were intelligent robots invented? What are the key periods in … Read more

From ‘Dumb’ to ‘Smart’: The Intelligent Path of Service Robots

From 'Dumb' to 'Smart': The Intelligent Path of Service Robots

With the development of artificial intelligence and robotics technology, service robots are gradually transforming from machines that perform simple tasks to intelligent agents capable of understanding and adapting to complex environments. Among all categories of robots, they are the most hopeful and necessary to upgrade from “dumb robots” to “smart robots”. In recent years, the … Read more