- 对机器学习概念的基本理解
- 熟悉神经网路和深度学习
- Python 个程式设计经验
观众
- 数据科学家
- 机器学习爱好者
- 探索模型适应技术的 AI 专业人士
迁移学习是一种机器学习技术，其中为特定任务开发的模型被重新用作第二个任务的模型的起点。本课程介绍了迁移学习的基本概念、方法和应用，使参与者能够有效地使预训练模型适应其独特任务。
这种由讲师指导的现场培训（在线或现场）面向希望了解和应用迁移学习技术来提高 AI 专案效率和性能的初级到中级机器学习专业人员。
在本次培训结束时，参与者将能够：
- 了解迁移学习的核心概念和优势。
- 探索流行的预训练模型及其应用程式。
- 为自定义任务执行预训练模型的微调。
- 应用迁移学习来解决 NLP 和电脑视觉中的实际问题。
课程形式
- 互动讲座和讨论。
- 大量的练习和练习。
- 在即时实验室环境中动手实施。
课程自定义选项
- 要申请本课程的定制培训，请联系我们进行安排。
Introduction to Transfer Learning
- 什么是迁移学习？
- 主要优点和限制
- 迁移学习与传统机器学习有何不同
了解预训练模型
- 流行的预训练模型（例如 ResNet、BERT）概述
- 模型架构及其主要功能
- 预训练模型跨领域的应用
微调预训练模型
- 了解特征提取与微调
- 有效微调的技术
- 在微调过程中避免过拟合
迁移学习 Natural Language Processing (NLP)
- 为自定义 NLP 任务调整语言模型
- 使用 Hugging Face Transformer 进行 NLP
- 案例研究：使用迁移学习进行情感分析
迁移学习 Computer Vision
- 调整预先训练的视觉模型
- 使用迁移学习进行物件检测和分类
- 案例研究：使用迁移学习进行图像分类
动手练习
- 载入和使用预训练模型
- 针对特定任务微调预训练模型
- 评估模型性能并改进结果
迁移学习的实际应用
- 医疗保健、金融和零售领域的应用
- 成功案例和案例研究
- 迁移学习的未来趋势和挑战
总结和后续步骤
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