线性代数课程可以帮助您学习 Vector 空间、矩阵运算、特征值和线性变换。您可以掌握解方程组、执行降维以及将概念应用于数据分析和机器学习的技能。许多课程都会介绍 MATLAB、NumPy 等 Python 库和计算数学软件等工具,这些工具支持在各种应用(包括人工智能和 AI 驱动模型)中实现算法和 Data Visualization。

Columbia University
您将获得的技能: 线性代数, 计算机图形学, 计算机视觉, 虚拟现实, 三维建模, 图像分析, 数学建模, 可视化(计算机制图)
初级 · 课程 · 1-3 个月

American Psychological Association
您将获得的技能: Data Visualization, Descriptive Statistics, Plot (Graphics), Data Literacy, Graphing, Statistical Hypothesis Testing, Probability & Statistics, Statistical Inference, Quantitative Research, Statistics, Statistical Analysis, Sample Size Determination, Data Analysis, Sampling (Statistics), Exploratory Data Analysis, Scatter Plots, Correlation Analysis, Psychology, Research Design, Scientific Methods
初级 · 课程 · 1-3 个月

您将获得的技能: Model Evaluation, Regression Analysis, Applied Machine Learning, Data Visualization, Statistical Modeling, Feature Engineering, Predictive Modeling, Data Analysis, R Programming, Predictive Analytics, Exploratory Data Analysis, Supervised Learning, Statistical Analysis, Correlation Analysis, Probability & Statistics, Data Manipulation, Linear Algebra, Statistical Hypothesis Testing
混合 · 课程 · 1-4 周

University of Colorado Boulder
您将获得的技能: Image Analysis, Computer Vision, Autoencoders, Convolutional Neural Networks, Vision Transformer (ViT), Generative Adversarial Networks (GANs), Recurrent Neural Networks (RNNs), Deep Learning, Multimodal Prompts, Artificial Intelligence and Machine Learning (AI/ML), Computer Graphics, Visualization (Computer Graphics), Machine Learning Methods, Model Deployment, Embeddings, Artificial Intelligence, Data Ethics, Data Processing, Applied Machine Learning, Linear Algebra
攻读学位
中级 · 专项课程 · 1-3 个月
University of Colorado Boulder
您将获得的技能: 线性代数, 应用数学, 物理学, Angular, 数学建模
中级 · 课程 · 1-4 周

Coursera
您将获得的技能: Correlation Analysis, Probability & Statistics, Statistics, Statistical Analysis, Data Analysis, Data Science, Probability Distribution, Descriptive Statistics, Statistical Inference
初级 · 指导项目 · 不超过 2 小时

您将获得的技能: Data Visualization, Data Presentation, Regression Analysis, Predictive Modeling, Statistical Modeling, Forecasting, Financial Modeling, SPSS, Predictive Analytics, Risk Modeling, Statistical Analysis, Scatter Plots, Microsoft Excel
混合 · 课程 · 1-4 周

Politecnico di Milano
您将获得的技能: Product Lifecycle Management, Environmental Science, Sustainable Development, Mathematical Modeling, Sustainable Engineering, Systems Thinking, Analysis, Microsoft Excel, Case Studies, Accounting, Open Source Technology
初级 · 课程 · 1-4 周

DeepLearning.AI
您将获得的技能: Pandas (Python Package), Data Visualization, Time Series Analysis and Forecasting, Matplotlib, Data Visualization Software, Statistical Inference, Statistical Analysis, Seaborn, Exploratory Data Analysis, Descriptive Statistics, NumPy, Data Manipulation, Programming Principles, Python Programming, Regression Analysis
初级 · 课程 · 1-3 个月

您将获得的技能: Collaborative Software, Intranet, Project Documentation, Organizational Skills, Team Oriented, Document Management, Content Management Systems, Collaboration, Productivity Software, Knowledge Transfer, Content Development and Management, Information Architecture, Data Management, Content Creation, Cloud Platforms
中级 · 指导项目 · 不超过 2 小时

University of California, Irvine
您将获得的技能: 回归分析, 散点图, 欺诈检测, 协作软件, 概率与统计, 机器学习, 分类算法, 预测分析, 统计分析, 无监督学习, 市场分析, 数据挖掘, 相关性分析, 分析, 异常检测, 模型评估
中级 · 课程 · 1-4 周

Universidad de los Andes
您将获得的技能: Control Systems, Mathematical Modeling, Matlab, Systems Analysis, Simulations, Systems Design, Differential Equations, Applied Mathematics, Linear Algebra
中级 · 课程 · 1-4 周