文本挖掘课程可以帮助您学习从非结构化数据中提取信息、自然语言处理和情感分析的技术。您可以掌握数据预处理、文本分类和文本数据 Visualization 方面的技能。许多课程都会介绍 NLTK 和 spaCy 等 Python 库以及数据分析和机器学习软件等工具,这些工具支持实施文本挖掘项目,并增强您对如何利用 AI 分析大型文本数据集的理解。
University of Michigan
您将获得的技能: 数据可视化软件, Matplotlib, 统计可视化, 制图, Python 程序设计, 数据展示, 散点图, 科学可视化, 数据操作, 可视化(计算机制图), 交互式数据可视化, 柱状图, Pandas(Python 软件包), NumPy, 数据可视化
中级 · 课程 · 1-4 周

University of Glasgow
您将获得的技能: 人工智能, 大型语言模型, LLM 申请, 风险管理框架, ChatGPT, 生成式人工智能, 深度学习, 数据伦理, 负责任的人工智能, Prompt Engineering, 生成模型架构, 人工神经网络, 自然语言处理
中级 · 课程 · 1-4 周

Coursera
您将获得的技能: Exploratory Data Analysis, Data Cleansing, Text Mining, Scikit Learn (Machine Learning Library), Probability & Statistics, Pandas (Python Package), Natural Language Processing, Data Processing, Statistical Modeling, Data Transformation, Data Analysis, Python Programming, Applied Machine Learning, Supervised Learning, Machine Learning
初级 · 指导项目 · 不超过 2 小时

University of Colorado Boulder
您将获得的技能: Supervised Learning, Deep Learning, Scikit Learn (Machine Learning Library), Machine Learning, Tensorflow, Text Mining, Predictive Modeling, Classification And Regression Tree (CART), Data Manipulation, Marketing Analytics, Python Programming, Feature Engineering, Google Cloud Platform, Data Processing, Artificial Neural Networks, Performance Metric
攻读学位
初级 · 课程 · 1-4 周

您将获得的技能: Dimensionality Reduction, Text Mining, Applied Machine Learning, Statistical Machine Learning, Supervised Learning, Unsupervised Learning, Python Programming, Machine Learning, Predictive Modeling, Regression Analysis, Algorithms
中级 · 课程 · 1-3 个月

DeepLearning.AI
您将获得的技能: LLM Application, Anomaly Detection, Google Cloud Platform, Text Mining, Applied Machine Learning, Natural Language Processing, Semantic Web, Unsupervised Learning, Python Programming
初级 · 项目 · 不超过 2 小时

Johns Hopkins University
您将获得的技能: Social Network Analysis, Machine Learning, Natural Language Processing, Text Mining, Analytics, Unstructured Data, Artificial Intelligence and Machine Learning (AI/ML), Unsupervised Learning, Semantic Web, Data Processing
中级 · 课程 · 1-3 个月

您将获得的技能: Regression Analysis, Predictive Modeling, Exploratory Data Analysis, Scikit Learn (Machine Learning Library), Supervised Learning, Applied Machine Learning, Machine Learning, Decision Tree Learning, Deep Learning, Statistical Analysis, Data Analysis, Test Data, Artificial Neural Networks, Data Import/Export, Pandas (Python Package), Python Programming, Software Visualization
初级 · 指导项目 · 不超过 2 小时

Coursera
您将获得的技能: 大型语言模型, Python 程序设计, LLM 申请, 生成式人工智能, 网络应用, 应用程序开发, 网络开发, LangChain, Prompt Engineering
中级 · 指导项目 · 不超过 2 小时

您将获得的技能: Feature Engineering, Data Ethics, Unsupervised Learning, Dimensionality Reduction, Responsible AI, Text Mining, Applied Machine Learning, Data Transformation, Data Wrangling, Anomaly Detection, Exploratory Data Analysis, Machine Learning, Natural Language Processing, Data Science, Quality Assurance, Data Validation, Machine Learning Algorithms, Python Programming
高级设置 · 课程 · 1-4 周

University of Washington
您将获得的技能: 统计建模, 抽样(统计), 统计推理, 概率分布, Algorithm, 非结构化数据, 可扩展性, 文本挖掘, 大数据, 统计机器学习, 贝叶斯统计, 机器学习, 无监督学习, 数据挖掘, 机器学习算法, 应用机器学习
混合 · 课程 · 1-3 个月

Microsoft
您将获得的技能: Data Manipulation, R Programming, Tidyverse (R Package), Text Mining, Data Wrangling, Data Transformation, Data Cleansing, Performance Tuning, Data Validation
初级 · 课程 · 1-4 周