One article decoding language models: principles, practice and evaluation of language models

In this article, we take a deep dive into the inner workings of language models, from basic models to large-scale variants, and analyze the pros and cons of various evaluation metrics. The article provides a comprehensive and in-depth perspective through code examples, algorithm details, and latest research, aiming to help readers more accurately understand and […]

How strong is GPT-4V in anomaly detection? The latest evaluation of Hua University of Science and Technology is here!

Click the Card below and follow the “CVer” public account AI/CV heavy-duty information, delivered as soon as possible Click to enter->[Anomaly Detection and Defect Detection] Communication Group Reply in the background of the CVer WeChat public account: GPT anomaly detection, you can download the evaluation report pdf, start learning quickly! Scan the QR code to […]

Application case of chain stack: expression evaluation

There is a complete code at the end of the article. Readers who have questions can discuss it together in the comment area, or they can communicate and learn together through private messages. 1: Question requirements Case Analysis Any expression is composed of operands, operators and delimiters, collectively called words. Generally, the operand can be […]

Section 9 Windows Class Protection Evaluation Server Configuration Modification

Table of Contents 1. Server password restrictions 2. Service remote management 3. Turn on the logging function 4. Clear identification information 5.SSL/TLS protocol information leakage 5.1.tomcat disables 3DES and DES algorithms: 5.2.nginx disables 3DES and DES algorithms: 6. Terminal Services is not using Network Level Authentication (NLA) 7. Microsoft Windows Remote Desktop Protocol service program […]

YOLOv8 performance evaluation indicators->mAP, Precision, Recall, FPS, IoU

Before I start explaining, I would like to recommend my column. The content of this column supports (classification, detection, segmentation, tracking, key point detection). The column is currently a limited-time discount.Everyone is welcome to subscribe to this column. This column is updated every week 3- 5 latest mechanisms, as well as files and communication groups […]

[Machine Learning] Model Evaluation-Handwritten Digit Set Model Training and Evaluation

Article directory Preface 1. Loading of data sets 2. Divide into training set and test set, shuffle operation, two classifications 3. Training model and prediction 4. Model Evaluation 1. Cross-validation 2.Confusion Matrix-confusion matrix 2.1 Precision,recall,f1_sorce 2.2 The impact of ROC curve and threshold on the results 5. Summary Foreword Earlier we introduced common methods and […]

LLM – GPU computing power evaluation during training and inference

Table of Contents I. Introduction 2. FLOPs and TFLOPs ◆ FLOPs [Floating point Opearation Per Second] ◆ TFLOPs [Tera Floating point Operation Per Second] 3. GPU consumption during training phase ◆ Factors affecting training ◆ GPT-3 training statistics ◆ Custom training GPU evaluation 4. GPU consumption during inference phase ◆ Factors affecting reasoning ◆ Custom […]

Design and implementation of scholarship evaluation system based on JSP+SSH+MySQL

Table of contents Summary I Abstract II 1 Introduction 1 1.1 Topic background 1 1.2 Research significance 1 1.3 System design principles 1 1.3.1 Introduction to Java 1 1.3.2 Development Tools 2 2 Requirements Analysis 3 2.1 Product description 3 2.2 Function list 3 2.3 Technical introduction 4 3 System Analysis 5 3.1 Overall design […]