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 Illinois Urbana-Champaign
您将获得的技能: Education Software and Technology, Responsible AI, Wealth Management, Supervised Learning, Machine Learning, Financial Services, Applied Machine Learning, Artificial Intelligence and Machine Learning (AI/ML), Learning Management Systems, Digital pedagogy, Artificial Intelligence, AI Enablement, Relationship Management, Rapport Building, FinTech, Data Mining, AI Personalization, Learning Theory, Regulatory Compliance, Financial Planning
中级 · 专项课程 · 1-3 个月

您将获得的技能: PyTorch (Machine Learning Library), Recurrent Neural Networks (RNNs), Model Evaluation, Convolutional Neural Networks, Natural Language Processing, Deep Learning, Generative Adversarial Networks (GANs), Classification Algorithms, Transfer Learning, Applied Machine Learning, Vision Transformer (ViT), Image Analysis, Machine Learning, Computer Vision, Artificial Neural Networks, Artificial Intelligence, Unsupervised Learning, Python Programming, Embeddings, Data Preprocessing
中级 · 专项课程 · 3-6 个月
多位教师
您将获得的技能: 交互式数据可视化, 用户界面(UI), 调试, 软件设计, 事件驱动编程, 面向对象编程(OOP), Algorithm, 单元测试, 数据分析, 计算机编程, Java, 密码学, 文件输入/输出, 解决问题, JUnit, 软件工程, 数据结构, Java 编程, 性能调整, 面向对象设计
初级 · 专项课程 · 3-6 个月

Hebrew University of Jerusalem
您将获得的技能: 软件设计, 调试, 验证和确认, 计算逻辑, 计算机工程, 计算机结构, 计算机编程, 系统设计与实施, 计算机编程工具, 数据存储, 计算机硬件
混合 · 课程 · 1-3 个月

University of Michigan
您将获得的技能: Unsupervised Learning, Data Mining, Social Network Analysis, ChatGPT, Embeddings, 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, Jupyter, Classification Algorithms
高级设置 · 专项课程 · 3-6 个月

您将获得的技能: Data Storytelling, Process Mapping, Process Analysis, Business Analysis, Data Presentation, Business Process Improvement, Interactive Data Visualization, Feasibility Studies, Data Visualization, Systems Analysis, Stakeholder Analysis, Process Optimization, Requirements Management, Systems Design, Stakeholder Engagement, Information Technology, Release Management, Business Process Modeling, Database Management, Agile Methodology
初级 · 专业证书 · 3-6 个月

Universidad de los Andes
您将获得的技能: Data Ethics, Predictive Modeling, Supervised Learning, Regression Analysis, Applied Machine Learning, Model Evaluation, Scikit Learn (Machine Learning Library), Machine Learning, Classification Algorithms, Decision Tree Learning, Data Preprocessing, Analytical Skills, Python Programming, Unsupervised Learning, Performance Metric
初级 · 课程 · 1-4 周

Coursera
您将获得的技能: Regression Analysis, NumPy, Supervised Learning, Machine Learning Algorithms, Machine Learning, Predictive Modeling, Deep Learning, Data Science, Python Programming
中级 · 指导项目 · 不超过 2 小时

IBM
您将获得的技能: 数据驱动的决策制定, 数据清理, 分类算法, 数据建模, 数据预处理, 数据收集, 模型评估, 分析技能, 用户反馈, 业务过程, 同行评审, 数据分析, Jupyter, 模型部署, 软件开发方法, 数据挖掘, 商业分析, 数据科学
初级 · 课程 · 1-4 周

Cisco Learning and Certifications
您将获得的技能: Network Troubleshooting, Hybrid Cloud Computing, Telecommunications, Collaboration, Dynamic Host Configuration Protocol (DHCP), Wide Area Networks, User Provisioning, Virtual Private Networks (VPN), Network Support, Cloud Deployment, Cloud-Based Integration, Firewall, Network Performance Management, Network Administration, Session Initiation Protocols, System Configuration, Network Monitoring, Identity and Access Management, Administration, Product Management
初级 · 专项课程 · 3-6 个月

您将获得的技能: Real Time Data, Data Lakes, Dataflow, Model Deployment, Google Cloud Platform, Feature Engineering, PySpark, Data Pipelines, Cloud Storage, Data Import/Export, Big Data, Apache Spark, Apache Hadoop, Dashboard, Data Architecture, Data Governance, Data Infrastructure, Tensorflow, Cloud Services, Data Warehousing
中级 · 专业证书 · 3-6 个月

Amazon Web Services
您将获得的技能: AWS SageMaker, Generative AI, Data Lakes, Data Governance, Data Architecture, Data Management, SQL, Applied Machine Learning
初级 · 课程 · 1-4 周