Python 数据科学课程可以帮助您学习数据操作、统计分析、机器学习和数据 Visualization。您可以培养使用 Python 编程、使用 Pandas 和 NumPy 等库以及应用算法解决实际问题的技能。许多课程都会介绍一些工具,如用于交互式编码的 Jupyter Notebook、用于创建可视化的 Matplotlib 和用于实现机器学习模型的 Scikit-learn 等,所有这些工具都能提高您分析和解释复杂数据集的能力。

SkillUp
您将获得的技能: 数据管理, Data Management, 数据迁移, 数据架构, 数据存储, 云存储, 数据安全, 数据整合, 数据基础设施, 灾难恢复, 数据管道, 摘录, 数据转换
中级 · 课程 · 1-4 周

您将获得的技能: Object Oriented Programming (OOP), Jupyter, Computer Programming, Python Programming, Simulation and Simulation Software, Electronics Engineering, Simulations, Programming Principles
初级 · 指导项目 · 不超过 2 小时

Johns Hopkins University
您将获得的技能: 数据分析, 统计编程, 数据扫盲, R 语言程序设计(中文版), R(软件), Rmarkdown, 数据科学, 版本控制, 软件安装, GitHub, 探索性数据分析
混合 · 课程 · 1-4 周
University of Michigan
您将获得的技能: Programming Principles, Software Installation, Python Programming, Computer Programming, Computational Thinking, Development Environment
混合 · 课程 · 1-3 个月

University of Illinois Urbana-Champaign
您将获得的技能: Environmental Monitoring, Hydrology, Environmental Engineering and Restoration, Water Resource Management, Land Management, Natural Resource Management, Water Resources, Water Quality, Climate Change Adaptation, Environmental Science, Biology, Research Reports, Environment and Resource Management, Environment, Geographic Information Systems, Laboratory Testing, Geospatial Information and Technology, Technical Documentation, Microbiology
中级 · 专项课程 · 1-3 个月

您将获得的技能: Unsupervised Learning, Seaborn, Matplotlib, Predictive Modeling, Data Preprocessing, Supervised Learning, NumPy, Model Evaluation, Applied Machine Learning, Predictive Analytics, Dimensionality Reduction, PyTorch (Machine Learning Library), Deep Learning, Keras (Neural Network Library), Scatter Plots, Statistical Visualization, Python Programming, Data Science, Machine Learning, Data Analysis
初级 · 专项课程 · 1-3 个月

您将获得的技能: Git (Version Control System), Version Control, GitHub, Jupyter, Python Programming, Data Science, Generative AI, Development Environment, Computer Programming, Data Analysis
初级 · 课程 · 1-4 周

University of Pennsylvania
您将获得的技能: Feature Engineering, Unsupervised Learning, Model Evaluation, Predictive Modeling, Predictive Analytics, Decision Tree Learning, Classification And Regression Tree (CART), Supervised Learning, Forecasting, Machine Learning Methods, Random Forest Algorithm, Analytics, Statistical Modeling, Regression Analysis, Machine Learning, Logistic Regression, Python Programming
初级 · 课程 · 1-4 周

您将获得的技能: Network Analysis, Network Security, Cyber Operations, Intrusion Detection and Prevention, MITRE ATT&CK Framework, Cybersecurity, Threat Detection, Network Monitoring, Penetration Testing, Anomaly Detection, Brute-force attacks, Scripting, Authentications, Vulnerability Assessments, Python Programming, Data Access, System Monitoring, Systems Analysis, Automation
初级 · 专项课程 · 1-3 个月
您将获得的技能: Matplotlib, Plot (Graphics), Data Visualization Software, Jupyter, Interactive Data Visualization, Scatter Plots, Histogram, Box Plots, Animations, Python Programming
中级 · 课程 · 1-4 周


University of Pennsylvania
您将获得的技能: Statistical Machine Learning, Data Preprocessing, Model Evaluation, PyTorch (Machine Learning Library), Statistical Methods, Probability, Probability & Statistics, Sampling (Statistics), Logistic Regression, Deep Learning, Probability Distribution, Supervised Learning, Statistics, Machine Learning Methods, Machine Learning, Agentic systems, Artificial Intelligence, Artificial Neural Networks, Algorithms, Python Programming
中级 · 专项课程 · 3-6 个月