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。

University of Michigan
您将获得的技能: Statistics, Data Analysis, Statistical Programming, Descriptive Statistics, Exploratory Data Analysis, Python Programming
中级 · 课程 · 1-4 周

您将获得的技能: Descriptive Statistics, Probability & Statistics, Statistical Hypothesis Testing, Regression Analysis, Statistics, Predictive Modeling, Data Visualization, Statistical Analysis, Statistical Methods, Data Science, Data Analysis, Histogram, Statistical Visualization, Pandas (Python Package), NumPy, Statistical Inference, Probability, Model Evaluation, Correlation Analysis
混合 · 课程 · 1-4 周

Duke University
您将获得的技能: Matplotlib, Data Visualization, Predictive Modeling, Pandas (Python Package), Data Visualization Software, Predictive Analytics, Regression Analysis, Data Analysis, Data Cleansing, Data Science, Machine Learning Algorithms, Statistical Inference, Statistical Modeling, Probability & Statistics, Classification Algorithms, Python Programming
中级 · 课程 · 1-4 周

您将获得的技能: Model Evaluation, Data Manipulation, Python Programming, Probability & Statistics, Applied Machine Learning, Pandas (Python Package), Data Science, Statistical Analysis, NumPy, Machine Learning, Probability Distribution
初级 · 课程 · 1-4 周

University of Pittsburgh
您将获得的技能: Data Storytelling, Data Presentation, Plot (Graphics), Data Visualization, Matplotlib, Interactive Data Visualization, Data Visualization Software, Seaborn, Data Analysis, Graphic and Visual Design, Python Programming, Jupyter, Pandas (Python Package), Data Manipulation, NumPy
攻读学位
中级 · 课程 · 1-3 个月

DeepLearning.AI
您将获得的技能: Web Scraping, Extract, Transform, Load, Data Manipulation, Data Preprocessing, Data Validation, Data Ethics, Data Cleansing, SQL, Data Transformation, JSON, Pandas (Python Package), Generative AI, Relational Databases, Data Integrity, Unstructured Data, Application Programming Interface (API)
初级 · 课程 · 1-4 周

您将获得的技能: Sampling (Statistics), Data Mining, Statistical Hypothesis Testing, Probability, Linear Algebra, Statistical Analysis, Statistical Inference, Data Analysis, Probability Distribution, Statistics, Machine Learning Algorithms, Machine Learning, Python Programming
混合 · 课程 · 1-4 周
University of Michigan
您将获得的技能: 数据可视化软件, 数据操作, Python 程序设计, Matplotlib, 科学可视化, 散点图, Pandas(Python 软件包), NumPy, 数据可视化, 数据展示, 制图, 可视化(计算机制图), 统计可视化, 交互式数据可视化, 柱状图
中级 · 课程 · 1-4 周

Duke University
您将获得的技能: NumPy, Data Structures, Data Analysis, Object Oriented Programming (OOP), Exploratory Data Analysis, Image Analysis, Data Science, Data Transformation, Data Manipulation, Big Data, Performance Tuning, Python Programming, Data Import/Export
初级 · 课程 · 1-4 周

LearnQuest
您将获得的技能: 数据结构, 回归分析, Python 程序设计, 数据分析, Scikit-learn (机器学习库), 数据操作, 统计方法, NumPy, 机器学习算法, 分类算法, 数据科学, 机器学习, 预测建模, 功能工程, 数据预处理, Pandas(Python 软件包), 探索性数据分析, 统计假设检验, 监督学习
初级 · 课程 · 1-4 周

您将获得的技能: Data Presentation, Data Storytelling, Technical Documentation, Data Science, Version Control, Data Analysis, Data Processing, Data Cleansing, Analytical Skills, Project Planning, Business Analysis, Data Validation
初级 · 课程 · 1-4 周

Duke University
您将获得的技能: Data Visualization Software, Data Visualization, Data Storytelling, Statistical Visualization, Interactive Data Visualization, Plot (Graphics), Plotly, Matplotlib, Data Presentation, Dashboard, Seaborn, Tableau Software, Scatter Plots, Heat Maps, Histogram, Google Sheets, Data Analysis, Python Programming, Cloud Applications, Business Communication
中级 · 课程 · 1-4 周