What Is Deep Learning and How to Effectively Implement It?

What Is Deep Learning and How to Effectively Implement It?

Deep Learning (DL) is a new research direction in the field of Machine Learning (ML), introduced to bring machine learning closer to its original goal—Artificial Intelligence (AI). Deep learning learns the intrinsic patterns and hierarchical representations of sample data, which significantly aids in interpreting data such as text, images, and sounds. Its ultimate goal is … Read more

Introduction to Machine Learning Basics

Introduction to Machine Learning Basics

1. Overview of Machine Learning 1) What is Machine Learning Artificial Intelligence (Artificial intelligence) is a new scientific discipline that studies and develops theories, methods, technologies, and application systems to simulate, extend, and enhance human intelligence. It is a broad and general concept, and the ultimate goal of artificial intelligence is to enable computers to … Read more

Deep Learning Quick Start Guide

Deep Learning Quick Start Guide

Deep learning, also known as Deep Learning, is a learning algorithm and an important branch of artificial intelligence. In just a few years, deep learning has revolutionized algorithm design in various fields such as speech recognition, image classification, and text understanding, gradually forming a new model that starts from training data, goes through an end-to-end … Read more

The Ultimate Realm of Search Companies: Beyond Perplexity and Google

The Ultimate Realm of Search Companies: Beyond Perplexity and Google

Who could have imagined that a few years ago, I painstakingly搬回了几百本纸质书 from my dad’s house—one of which is titled “Search”, published in January 2006, which was the time when Google was rising and dominating, almost covering everything in the American search industry. But in the blink of an eye, it has lost much of its … Read more

Horizon Robotics Development Platform Series Tutorial | 1. Platform Introduction

Horizon Robotics Development Platform Series Tutorial | 1. Platform Introduction

Robots are very complex systems. The hardware includes various sensors that perceive environmental information, a main control platform that acts as the brain for computation, motors that execute actions, and so on. The software layer includes: Perception algorithms, control algorithms, data-driven programs, operating systems, etc. Taking the operating system as an example, the most widely … Read more

Grok-3 and the Riemann Hypothesis: The Shocks and Challenges Brought by AI

Grok-3 and the Riemann Hypothesis: The Shocks and Challenges Brought by AI

1. Grok-3 Claims to Prove the Riemann Hypothesis and the Attention It Has Drawn In 2024, Hieu Pham, an engineer from Elon Musk’s AI startup xAI, shocked the social media world by announcing that the company’s third-generation AI model, Grok-3, has successfully proven the long-standing mathematical Riemann Hypothesis. This news hit the mathematics and technology … Read more

Convergent Intelligence Classroom: An Innovative Classroom Form with AI LLMs

Convergent Intelligence Classroom: An Innovative Classroom Form with AI LLMs

ZHU Zhiting1, ZHAO Xiaowei2, SHEN Shusheng2 (1.School of Open Learning and Education, East China Normal University, Shanghai 200241; 2.College of Educational Science, Nanjing Normal University, Nanjing Jiangsu 210097) The following video is sourced from Research on Educational Technology [Abstract] Presently, AI large language models (AI LLMs) are reshaping the classroom ecology in an unprecedented way, … Read more

Self-Play Mutual Reasoning: Enhancing Small Models Without Fine-Tuning

Self-Play Mutual Reasoning: Enhancing Small Models Without Fine-Tuning

MLNLP is a well-known machine learning and natural language processing community in China and abroad, covering NLP master’s and doctoral 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 the progress of … Read more

Mistral: The Most Powerful Open Source Model

Mistral: The Most Powerful Open Source Model

Author: Jay Chou from Manchester Reviewer: Los Project Address: mistralai/mistral-src: Reference implementation of Mistral AI 7B v0.1 model This article aims to deeply analyze the key improvements of Mistral 7B and Mistral 8X7B. Mistral AI is an AI company co-founded in Paris by three former employees of DeepMind and Meta. In September 2023, Mistral AI … Read more

Comprehensive Summary of Large Language Model Evaluation Methods

Comprehensive Summary of Large Language Model Evaluation Methods

Source: Algorithm Advancement This article is approximately 8900 words long and is recommended to be read in 9 minutes. This article comprehensively introduces evaluation methods for large language models. Since the introduction of the Transformer model in 2017, research in natural language processing has gradually shifted towards pre-trained models based on this framework, such as … Read more