Course Code: llms4fmp
Duration: 14 hours
Prerequisites:
  • 对金融市场和工具有基本的了解
  • 具有 Python 编程和数据分析经验
  • 熟悉机器学习概念和统计模型

观众

  • 金融分析师
  • 数据科学家
  • Investment 专业人士
Overview:

金融市场预测是一项复杂的任务,涉及分析大量数据以预测市场趋势和走势。Large Language Models (LLMs) 可以从金融文本、新闻和报告中处理和生成见解,有助于预测市场行为。

这种以讲师为主导的现场培训(在线或现场)面向希望利用 LLM 进行金融市场分析和预测的中级金融分析师、数据科学家和投资专业人士。

在培训结束时,参与者将能够:

  • 了解LLM在金融市场分析中的应用。
  • 使用 LLM 处理财经新闻、报告和数据以获得市场洞察。
  • 开发股票价格、市场趋势和经济指标的预测模型。
  • 将 LLM 见解整合到投资决策过程中。

课程形式

  • 互动讲座和讨论。
  • 大量的练习和练习。
  • 在现场实验室环境中动手实施。

课程自定义选项

  • 如需申请本课程的定制培训,请联系我们进行安排。
Course Outline:

Finance 中的 LLM 简介

  • 人工智能和法学硕士在财务分析中的作用
  • LLM 概述及其在文本分析中的能力
  • 案例研究:财务预测和风险评估中的法学硕士

用于金融数据处理的 LLM

  • 使用 LLM 从非结构化数据中提取财务指标
  • 培训 LLM 进行金融文本以进行情感分析
  • 将新闻情绪与市场走势联系起来

使用 LLM 构建预测模型

  • 设计基于 LLM 的股票价格预测模型
  • Forecasting 使用 LLM 生成的见解的经济趋势
  • 使用历史财务数据对模型进行回测

将 LLM 集成到 Investment 策略中

  • 将LLM分析纳入量化交易
  • 用于投资组合优化和风险管理的 LLM
  • 向利益相关者传达 AI 驱动的见解

动手实验室:金融市场预测项目

  • 使用 LLM 设置财务数据分析环境
  • 使用 LLM 开发市场预测模型
  • 评估模型性能并进行改进

摘要和后续步骤

Sites Published:

United Arab Emirates - LLMs for Financial Market Prediction

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