- 对机器学习和深度学习概念有深入的理解
- Python 个程式设计经验
- 熟悉神经网路和预训练模型
观众
- 机器学习工程师
- AI 研究人员
- 对高级模型适应技术感兴趣的数据科学家
迁移学习是深度学习中的一项强大技术，其中预训练模型经过调整以有效解决新任务。本课程探讨了高级迁移学习方法，包括特定领域的适应、持续学习和多任务微调，以充分利用预训练模型的潜力。
这种讲师指导的现场培训（在线或现场）面向希望掌握尖端迁移学习技术并将其应用于复杂现实问题的高级机器学习专业人员。
在本次培训结束时，参与者将能够：
- 了解迁移学习中的高级概念和方法。
- 为预先训练的模型实施特定于域的适应技术。
- 应用持续学习来管理不断变化的任务和数据集。
- 掌握多任务微调，以提高跨任务的模型性能。
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。
高级迁移学习简介
- 迁移学习基础知识回顾
- 高级迁移学习的挑战
- 最新研究和进展概述
特定领域的适应
- 了解域适应和域偏移
- 特定于域的微调技术
- 案例研究：使预训练模型适应新领域
持续学习
- 终身学习简介及其挑战
- 避免灾难性遗忘的技术
- 在神经网路中实现持续学习
多任务学习和微调
- 了解多任务学习框架
- 多任务微调策略
- 多任务学习的实际应用
迁移学习的高级技术
- 适配器层和轻量级微调
- 用于迁移学习优化的元学习
- 探索跨语言迁移学习
动手实施
- 构建域自适应模型
- 实施持续学习工作流程
- 使用 Hugging Face 个 Transformer 进行多任务微调
实际应用
- NLP 和电脑视觉中的迁移学习
- 调整医疗保健和金融模型
- 解决实际问题的案例研究
迁移学习的未来趋势
- 新兴技术和研究领域
- 扩展迁移学习的机遇和挑战
- 迁移学习对 AI 创新的影响
总结和后续步骤
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