无监督学习课程可以帮助您学习 Clustering 技术、Dimensionality Reduction 和 Anomaly Detection。您可以掌握数据预处理、Feature Extraction 和解释复杂数据集的技能。许多课程都会介绍 Scikit-learn 和 TensorFlow 等 Python 库等工具,这些工具支持在项目中实施这些方法。您还将探索客户细分、图像处理和推荐系统等领域的实际应用,提高从无标签数据中获得洞察力的能力。

University of Michigan
您将获得的技能: Course Development, Instructional Design, Learning Theory, Brainstorming, Design, Needs Assessment, Motivational Skills, Prototyping, Creative Thinking, Student-Centred Learning, Analysis, Communication
初级 · 课程 · 1-4 周

您将获得的技能: Feature Engineering, Data Visualization Software, Data Cleansing, Classification And Regression Tree (CART), Random Forest Algorithm, Decision Tree Learning, Scikit Learn (Machine Learning Library), Applied Machine Learning, Predictive Modeling, Data Manipulation, Data Preprocessing, Data Science, Machine Learning, Model Evaluation, Python Programming
初级 · 指导项目 · 不超过 2 小时

您将获得的技能: Artificial Neural Networks, Tensorflow, Keras (Neural Network Library), Data-Driven Decision-Making, Applied Machine Learning, Business Analytics, Deep Learning, Machine Learning, Model Evaluation, Mortgage Loans, Consumer Lending, Data Processing
中级 · 指导项目 · 不超过 2 小时

您将获得的技能: Model Evaluation, Classification Algorithms, Regression Analysis, Matplotlib, Feature Engineering, Time Series Analysis and Forecasting, Data Preprocessing, Jupyter, Image Analysis, Cloud Deployment, Scikit Learn (Machine Learning Library), Applied Machine Learning, Tensorflow, Amazon Web Services, Python Programming, Data Transformation, Logistic Regression, Machine Learning Methods, Machine Learning, Artificial Intelligence and Machine Learning (AI/ML)
初级 · 专项课程 · 1-3 个月

University of Colorado Boulder
您将获得的技能: 建立关系, 移情与情商, 自我意识, 教学, 坚持不懈, 成长意识
高级设置 · 课程 · 1-3 个月

Google Cloud
您将获得的技能: Google Gemini, Gemini, AI Security, Cloud Deployment, Customer Insights, Customer Analysis, Kubernetes, Generative AI, Customer Data Management, Big Data, Google Cloud Platform, Test Script Development, Software Development Life Cycle, Cloud Security, Development Testing, Virtual Networking, Application Deployment, DevOps, Application Development, Security Engineering
中级 · 专项课程 · 1-3 个月

您将获得的技能: Education Software and Technology, Digital pedagogy
初级 · 指导项目 · 不超过 2 小时

您将获得的技能: Data Preprocessing, Data Visualization, Logistic Regression, Feature Engineering, Data Cleansing, Predictive Modeling, Scikit Learn (Machine Learning Library), Data Science, Classification And Regression Tree (CART), Applied Machine Learning, Regression Analysis, Supervised Learning, Machine Learning, Human Resources, Employee Retention, Machine Learning Algorithms
初级 · 指导项目 · 不超过 2 小时

Microsoft
您将获得的技能: 微软 Azure, 探索性数据分析, 数据科学, 迁移学习, 分类算法, 卷积神经网络, 机器学习, MLOps(机器学习 Operator), Scikit-learn (机器学习库), 张力流, PyTorch(机器学习库), 回归分析, 无监督学习, 数据分析, 图像分析, 人工智能和机器学习(AI/ML), 数据可视化, 深度学习, 应用机器学习, 预测建模
中级 · 课程 · 1-4 周

您将获得的技能: Model Evaluation, Classification Algorithms, Reinforcement Learning, Applied Machine Learning, Artificial Intelligence, Dimensionality Reduction, Statistical Analysis, Supervised Learning, Unsupervised Learning, Random Forest Algorithm, Feature Engineering, Logistic Regression, Data Manipulation
中级 · 课程 · 3-6 个月

Microsoft
您将获得的技能: 微软 Azure, 分类算法, 负责任的人工智能, MLOps(机器学习 Operator), 模型部署, Virtual Machine, 模型评估, 机器学习, Scikit-learn (机器学习库), 数据管道, 应用机器学习, 无监督学习, 人工智能和机器学习(AI/ML), 数据库, 监督学习, 回归分析, 预测建模
中级 · 课程 · 1-4 周

您将获得的技能: Feature Engineering, Data Cleansing, Data Visualization, Data Preprocessing, Logistic Regression, Predictive Modeling, Applied Machine Learning, Scikit Learn (Machine Learning Library), Supervised Learning, Machine Learning, Model Evaluation, Classification Algorithms, Data Science, Python Programming
初级 · 指导项目 · 不超过 2 小时