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: NumPy, Debugging, Pandas (Python Package), Statistics, Data Analysis, Statistical Programming, Descriptive Statistics, Exploratory Data Analysis, Data Preprocessing, Data-oriented programming, Program Development, Numerical Analysis, Critical Thinking
中级 · 专项课程 · 3-6 个月

IBM
您将获得的技能: 决策树学习, 预测建模, 模型评估, Python 程序设计, 回归分析, 无监督学习, Scikit-learn (机器学习库), 逻辑回归, 机器学习, 应用机器学习, 分类算法, 功能工程, 监督学习, 降维
中级 · 课程 · 1-3 个月

您将获得的技能: Descriptive Statistics, Model Evaluation, Feature Engineering, Probability & Statistics, Supervised Learning, Statistical Hypothesis Testing, Exploratory Data Analysis, Box Plots, Regression Analysis, Statistics, Predictive Modeling, Time Series Analysis and Forecasting, Data Science, Histogram, Data Visualization, Statistical Analysis, Integrated Development Environments, Computer Networking, Python Programming, Server Side
初级 · 专项课程 · 3-6 个月

University of Michigan
您将获得的技能: Unsupervised Learning, Data Mining, Social Network Analysis, ChatGPT, Embeddings, Bayesian Network, Machine Learning Methods, Data Science, Supervised Learning, Generative AI, Machine Learning, Anomaly Detection, Data Preprocessing, Data Analysis, Recurrent Neural Networks (RNNs), Data Manipulation, Python Programming, Exploratory Data Analysis, Machine Learning Algorithms, Classification Algorithms
高级设置 · 专项课程 · 3-6 个月

您将获得的技能: Pandas (Python Package), NumPy, Data Analysis, Data Science, Python Programming, Data Structures, Exploratory Data Analysis, Data Manipulation, Computer Programming
初级 · 指导项目 · 不超过 2 小时

University of Colorado Boulder
您将获得的技能: Scientific Visualization, NumPy, Data Visualization, Debugging, Matplotlib, Numerical Analysis, Engineering Calculations, Integrated Development Environments, Computational Thinking, Engineering Analysis, Programming Principles, Jupyter, Data Analysis, Computer Programming
初级 · 课程 · 1-4 周

您将获得的技能: Applied Machine Learning, Data Science, Python Programming, Scikit Learn (Machine Learning Library), NumPy, Computational Thinking, Machine Learning Algorithms, Pandas (Python Package), Data Preprocessing, Data Analysis, Exploratory Data Analysis, Programming Principles, Data Manipulation
初级 · 课程 · 1-4 周

University of Michigan
您将获得的技能: 概率与统计, 统计分析, Matplotlib, 统计, 抽样(统计), 绘图(图形), 数据扫盲, 统计建模, 统计编程, 统计假设检验, Python 程序设计, 模型评估, 统计方法, 统计机器学习, 贝叶斯统计, Jupyter, Seaborn, 统计推理, 统计软件, 数据可视化
初级 · 专项课程 · 1-3 个月

University of Colorado Boulder
您将获得的技能: Matplotlib, Web Scraping, Pivot Tables And Charts, Pandas (Python Package), Data Integration, Statistical Visualization, Data Manipulation, Exploratory Data Analysis, Data Wrangling, Data Visualization, Data Transformation, Data Cleansing, Data Preprocessing, Data Presentation, Plot (Graphics), Data Visualization Software, Statistical Analysis, Seaborn, NumPy, Python Programming
初级 · 专项课程 · 3-6 个月

University of California San Diego
您将获得的技能: 数据可视化软件, MLOps(机器学习 Operator), 机器学习算法, 预测建模, Python 程序设计, 模型评估, 数据操作, 预测分析, Flask(网络框架), 机器学习, 应用机器学习, 功能工程, 网页抓取, 分类算法, 模型部署, 设计思维, Data Validation, 数据可视化, 数据处理, 监督学习
中级 · 专项课程 · 3-6 个月

University of Colorado Boulder
您将获得的技能: Unsupervised Learning, Regression Analysis, Classification Algorithms, Dimensionality Reduction, Data Analysis, Anomaly Detection, Supervised Learning, Model Evaluation, Statistical Analysis, Analytics, Logistic Regression, Data Preprocessing, Predictive Modeling, Applied Machine Learning, Statistical Modeling, Machine Learning Methods, Data Mining, Machine Learning Algorithms, Exploratory Data Analysis, Machine Learning
中级 · 专项课程 · 3-6 个月

Duke University
您将获得的技能: Data Visualization Software, PySpark, Data Visualization, Data Storytelling, Statistical Visualization, Site Reliability Engineering, Docker (Software), Databricks, Containerization, Interactive Data Visualization, Plot (Graphics), Plotly, Data Pipelines, Kubernetes, Matplotlib, Apache Spark, Apache Hadoop, Big Data, Data Science, Python Programming
中级 · 专项课程 · 1-3 个月