数据挖掘课程可以帮助您学习数据预处理、模式识别和预测建模技术。您可以掌握 Cluster、Classification 和 Anomaly Detection 等技能,从而支持从大型数据集中提取有意义的见解。许多课程都会介绍 Python、R 和 SQL 等工具,以及 RapidMiner 和 Weka 等软件,帮助您在实际数据分析项目中应用这些技能。

您将获得的技能: R Programming, R (Software), Data Visualization, Time Series Analysis and Forecasting, Interactive Data Visualization, Tidyverse (R Package), Data-Driven Decision-Making, Trend Analysis, Rmarkdown, Data Analysis, Predictive Modeling, Data Cleansing, Data Manipulation, Forecasting, Business Strategy, Demand Planning, Data Preprocessing, Model Evaluation, Machine Learning
中级 · 指导项目 · 不超过 2 小时

Coursera
您将获得的技能: Python 程序设计, Google 云端平台, 自然语言处理, 文本挖掘, 应用编程接口 (API), 生成式人工智能, Jupyter, LLM 申请, 分类算法, 云 API
中级 · 指导项目 · 不超过 2 小时

您将获得的技能: PyTorch(机器学习库), 数据预处理, 自然语言处理, 递归神经网络 (RNN), 数据伦理, 人工神经网络, 模型评估, 生成式人工智能, 功能工程, 分类算法, 大型语言模型, 嵌入, 迁移学习
中级 · 课程 · 1-4 周

University of Colorado Boulder
您将获得的技能: Matplotlib, Object Oriented Programming (OOP), Plotly, Seaborn, Data Visualization Software, Object Oriented Design, Data Visualization, Pandas (Python Package), NumPy, Statistical Visualization, Interactive Data Visualization, Software Documentation, Scatter Plots, Box Plots, Heat Maps, Data Structures, Maintainability, Programming Principles, Data Import/Export, Data Manipulation
中级 · 专项课程 · 3-6 个月

Johns Hopkins University
您将获得的技能: Python 程序设计, 积分微积分, 编程原则, 应用数学, 数学软件, 制图, 高等数学, 数学建模, 衍生产品, 数值分析, 微积分
中级 · 课程 · 1-3 个月
CertNexus
您将获得的技能: 道德标准与行为, 负责任的人工智能, Operator 风险, 安全和安保, 商业道德, 风险分析, 数据伦理, 信息隐私, 风险管理, 个人身份信息, 问责制, 风险缓解, AI 安全
初级 · 课程 · 1-3 个月

Fractal Analytics
您将获得的技能: Responsible AI, Data Ethics, Generative AI, Human Centered Design, Problem Solving, AI Security, AI Enablement, Business Leadership, Strategic Leadership, AI Product Strategy, Generative Adversarial Networks (GANs), Business Strategy, Ethical Standards And Conduct, Analytical Skills, Strategic Thinking, Artificial Intelligence, Critical Thinking, Design Thinking, Thought Leadership, Project Implementation
初级 · 专项课程 · 3-6 个月

您将获得的技能: Exploratory Data Analysis, Box Plots, Correlation Analysis, Data Visualization, Scatter Plots, Data Cleansing, Statistical Visualization, Data Manipulation, Pandas (Python Package), Statistical Hypothesis Testing, Descriptive Statistics, Statistical Analysis, Data Analysis, Python Programming
初级 · 指导项目 · 不超过 2 小时

Universidad Austral
您将获得的技能: Web Scraping, Natural Language Processing, Data Integration, Data Processing, MLOps (Machine Learning Operations), Data Preprocessing, Data Cleansing, Artificial Neural Networks, Data Manipulation, Artificial Intelligence and Machine Learning (AI/ML), Tensorflow, Applied Machine Learning, Text Mining, Jupyter, Pandas (Python Package), Application Lifecycle Management, Systems Architecture, Analysis, Deep Learning, Python Programming
初级 · 专项课程 · 3-6 个月

您将获得的技能: Generative AI, Model Evaluation, Supervised Learning, Generative Model Architectures, Recurrent Neural Networks (RNNs), Unsupervised Learning, Data Preprocessing, Large Language Modeling, Time Series Analysis and Forecasting, Exploratory Data Analysis, LLM Application, Applied Machine Learning, Generative Adversarial Networks (GANs), Retrieval-Augmented Generation, Data Collection, Machine Learning Algorithms, Convolutional Neural Networks, Model Deployment, Transfer Learning, Hugging Face
中级 · 专业证书 · 3-6 个月

您将获得的技能: Decision Tree Learning, Data Preprocessing, Data Transformation, Supervised Learning, Feature Engineering, Scikit Learn (Machine Learning Library), Classification Algorithms, Model Evaluation, Pandas (Python Package)
中级 · 指导项目 · 不超过 2 小时

您将获得的技能: Model Deployment, MLOps (Machine Learning Operations), Cloud Deployment, Unit Testing, Docker (Software), Containerization, Kubernetes, AI Workflows, IBM Cloud, Microservices, Machine Learning, Responsible AI, Business Metrics, Natural Language Processing, Time Series Analysis and Forecasting, Data Science, Python Programming
高级设置 · 课程 · 1-4 周