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 Colorado Boulder
您将获得的技能: Natural Language Processing, Model Evaluation, Embeddings, Text Mining, Logistic Regression, Artificial Intelligence and Machine Learning (AI/ML), Statistical Modeling, Machine Learning Methods, Classification Algorithms, Unstructured Data, Deep Learning, Probability Distribution, Linear Algebra, Algorithms
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中级 · 课程 · 1-4 周
University of Michigan
您将获得的技能: 无监督学习, 决策树学习, 回归分析, 模型评估, Python 编程, 随机森林算法, 分类算法, Scikit Learn(机器学习库), 预测建模, 功能工程, 应用机器学习, 监督学习, 人工神经网络, 机器学习
中级 · 课程 · 1-4 周

Coursera
您将获得的技能: Regulatory Requirements, Environmental Regulations, Regulation and Legal Compliance, Project Closure, Operations, Operational Analysis, Sustainable Engineering, Plant Operations and Management, Manufacturing Operations, Environment and Resource Management, Manufacturing and Production, Sustainable Development, Material Handling, Environment Health And Safety, Prospecting and Qualification, Environment
初级 · 课程 · 1-4 周

您将获得的技能: Feature Engineering, Data Ethics, Unsupervised Learning, Dimensionality Reduction, Responsible AI, Text Mining, Data Preprocessing, Data Transformation, MLOps (Machine Learning Operations), Anomaly Detection, Exploratory Data Analysis, Machine Learning Methods, Machine Learning, Model Evaluation, Natural Language Processing, Data Science, Quality Assurance, Data Pipelines, Data Visualization, Python Programming
高级设置 · 课程 · 1-4 周

University of Michigan
您将获得的技能: Data Mining, Unsupervised Learning, Data Science, Anomaly Detection, Python Programming, Classification Algorithms
高级设置 · 课程 · 1-4 周

您将获得的技能: Natural Language Processing, Text Mining, Data Manipulation, Unstructured Data, Markov Model, Data Preprocessing, Python Programming, Applied Machine Learning, Feature Engineering, Algorithms, Probability & Statistics
中级 · 课程 · 1-3 个月

Amazon Web Services
您将获得的技能: Amazon Web Services, Document Management, Unstructured Data, Business Process Automation
混合 · 课程 · 1-4 周

University of Colorado Boulder
您将获得的技能: 数据预处理, 模型评估, 探索性数据分析, 大数据, 技术写作, 数据分析, 分析技能, 技术交流, 应用机器学习, 构思, 数据管道, 数据挖掘
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中级 · 课程 · 1-4 周

您将获得的技能: Generative AI, Anomaly Detection, Predictive Modeling, Text Mining, Predictive Analytics, Advanced Analytics, Data Cleansing, Prompt Engineering, Natural Language Processing, Unstructured Data, Data Analysis, Data Preprocessing, Statistical Analysis, Time Series Analysis and Forecasting, Model Evaluation, Exploratory Data Analysis
中级 · 课程 · 1-3 个月
University of Michigan
您将获得的技能: 数据操作, 数据清理, 数据预处理, 数据科学, 数据转换, Pandas(Python 软件包), NumPy, 数据分析, 数据导入/导出, Python 编程, 透视表和图表, 统计分析, 编程原则
中级 · 课程 · 1-4 周

Logical Operations
您将获得的技能: Prompt Engineering, Prompt Engineering Tools, Prompt Patterns, Generative AI, Business Communication, AI Enablement, Responsible AI, Data Ethics, LLM Application, Large Language Modeling, Artificial Intelligence, Customer Service, Marketing
混合 · 课程 · 1-4 周

您将获得的技能: Model Evaluation, Dimensionality Reduction, Classification Algorithms, Text Mining, Applied Machine Learning, Statistical Machine Learning, Machine Learning Algorithms, Unstructured Data, Python Programming, Algorithms
中级 · 课程 · 1-3 个月