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。

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

SAS
您将获得的技能: 数据导入/导出, 数据预处理, 微软Excel, 数据分析, 数据访问, 调试, 数据操作, SAS(软件), 统计编程
中级 · 课程 · 1-3 个月
University of Illinois Urbana-Champaign
您将获得的技能: 生成对抗网络 (GAN), 自动编码器, 递归神经网络 (RNN), 大数据, 监督学习, 健康信息学, 机器学习, 健康信息管理, 深度学习, 医疗保健项目管理, 模型评估, 应用机器学习, 图像分析, 卷积神经网络, 人工神经网络, 图论, 嵌入, Machine Learning 方法, 模型部署, 医疗保健
高级设置 · 专项课程 · 1-3 个月

您将获得的技能: Model Evaluation, Data Preprocessing, PyTorch (Machine Learning Library), Transfer Learning, Model Deployment, Performance Tuning, Deep Learning, Natural Language Processing, Machine Learning
中级 · 指导项目 · 不超过 2 小时

Coursera
您将获得的技能: SQL, PostgreSQL, Query Languages, Database Management, Database Systems, Data Manipulation
高级设置 · 指导项目 · 不超过 2 小时

您将获得的技能: Bioinformatics, Scientific Visualization, Data Access, Extensible Markup Language (XML), Data Wrangling, Database Software, File I/O, Python Programming
中级 · 指导项目 · 不超过 2 小时

University of Alberta
您将获得的技能: 机器学习算法, 概率分布, 监督学习, 线性代数, 深度学习, 机器学习, 人工神经网络, 强化学习, 功能工程, 伪代码
中级 · 课程 · 1-3 个月

您将获得的技能: SQL, Query Languages, Database Management, PostgreSQL, Data Manipulation
中级 · 指导项目 · 不超过 2 小时

University of California San Diego
您将获得的技能: Big Data, Apache Hadoop, Data Analysis, Unstructured Data, Scalability, Data Processing, Data Science, Distributed Computing, Data Storage, Virtual Machines
混合 · 课程 · 1-3 个月

您将获得的技能: Prompt Engineering, Large Language Modeling, Data Preprocessing, Convolutional Neural Networks, Plot (Graphics), Generative AI, Deep Learning, Unsupervised Learning, Model Evaluation, Natural Language Processing, Responsible AI, Time Series Analysis and Forecasting, Data Visualization, Transfer Learning, Supervised Learning, Data Ethics, Image Analysis, Recurrent Neural Networks (RNNs), Model Deployment, Embeddings
中级 · 专项课程 · 3-6 个月