AI Breakthrough: Automatically Generate Videos from Text with Runway Gen-2

AI Breakthrough: Automatically Generate Videos from Text with Runway Gen-2

Are you already amazed by AI’s ability to convert text into images? Now AI can also generate videos from text! Do you still need to edit videos? With AI, you can create a video from scratch; all you need to do is think of a script and type it out. There’s no need to learn … Read more

Worried About Prompt Leaking Privacy? This Framework Enables Secure Inference for LLaMA-7B

Worried About Prompt Leaking Privacy? This Framework Enables Secure Inference for LLaMA-7B

Machine Heart Reports Editor: Panda Currently, there are numerous providers offering deep learning services. When using these services, users need to send their information included in the prompt to these providers, which can lead to privacy leakage issues. On the other hand, service providers are generally unwilling to disclose the model parameters they have painstakingly … Read more

Visual Prompt Engineering: No Fine-Tuning Required

Visual Prompt Engineering: No Fine-Tuning Required

↑ ClickBlue Text Follow the Jishi platform Author丨Tech Beast Editor丨Jishi Platform Jishi Guide How to adapt a pre-trained visual model to new downstream tasks without specific task fine-tuning or any model modifications? >> Join the Jishi CV technology exchange group and stay at the forefront of computer vision Table of Contents 1 Completing Visual Prompting … Read more

Prompt Engineering Tutorial in Chinese

Prompt Engineering Tutorial in Chinese

Write high-quality prompts to let AI generate stunning text and images. —— This is the problem that prompt engineers, who are still in high demand with annual salaries reaching millions, are solving. In the era of large language models, numerous mind-blowing artworks and impressive copywriting are emerging, created not by traditionally defined artists or writers, … Read more

Key Details of Qwen MoE: Enhancing Model Performance Through Global Load Balancing

Key Details of Qwen MoE: Enhancing Model Performance Through Global Load Balancing

Today, we share with you the latest paper from Alibaba Cloud Tongyi Qianwen team – Demons in the Detail: On Implementing Load Balancing Loss for Training Specialized Mixture-of-Expert Models (Original paper link: https://arxiv.org/abs/2501.11873) This paper focuses on improving the training method of Mixture-of-Experts (MoEs) by relaxing local balance to global balance through lightweight communication, significantly … Read more

Ali Qwen 2.5-1M Open Source: 320GB for 14B Tokens

Ali Qwen 2.5-1M Open Source: 320GB for 14B Tokens

Recently, domestic large models such as DeepSeek, Kimi, Baichuan Intelligence, Doubao, and Jieti Xingchen have released their respective models. On the last day of the year, Alibaba Qwen couldn’t hold back anymore and also open-sourced the million-token contextQwen2.5-1M model and its corresponding inference framework support. Open Source Model: The Qwen2.5-7B-Instruct-1M and Qwen2.5-14B-Instruct-1M models, which extend … Read more

Gzip + kNN Text Classification Beats Transformer with 14 Lines of Code

Gzip + kNN Text Classification Beats Transformer with 14 Lines of Code

A few days ago, the ACL 2023 awards were announced, attracting significant attention. Among the many papers included, one titled “Low-Resource Text Classification: A Parameter-Free Classification Method with Compressors” has started to generate much discussion. This paper was jointly completed by the University of Waterloo and AFAIK, but it is neither an award-winning paper nor … Read more

Understanding Ten Models: Lasso, Bayesian, KNN, Logistic, Decision Trees, Random Forests, SVM, Neural Networks, XGBoost, LightGBM

Understanding Ten Models: Lasso, Bayesian, KNN, Logistic, Decision Trees, Random Forests, SVM, Neural Networks, XGBoost, LightGBM

Machine Learning Machine learning is an important branch of artificial intelligence, playing an increasingly significant role in areas such as data analysis, image recognition, and natural language processing in recent years. The basic concept of machine learning revolves around how to enable computers to learn and predict using data. R, as a powerful tool for … Read more

A Novel Hybrid Method for Plant Classification Based on CNN-KNN

A Novel Hybrid Method for Plant Classification Based on CNN-KNN

A Novel Hybrid Method for Plant Classification Based on CNN-KNN Abstract: Plant classification is an interesting problem in the field of computer vision. Many researchers have completed the classification of plants through their leaves and flowers. Multiple studies have shown that leaves are the best and most consistent source of information for plant classification. However, … Read more

Unveiling Word2Vec: A Small Step in Deep Learning, A Giant Leap in NLP

Unveiling Word2Vec: A Small Step in Deep Learning, A Giant Leap in NLP

Click the “AI Park” above to follow the public account, and choose to add a “star” or “top” Author: Suvro Banerjee Translated by: ronghuaiyang Prelude In NLP today, word vectors are indispensable. Word vectors provide us with a very good vector representation of words, allowing us to represent all words with a fixed-length vector, and … Read more