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: 自动编码器, 监督学习, 模型部署, 机器学习, Machine Learning 方法, 健康信息学, 递归神经网络 (RNN), 医疗保健项目管理, 大数据, 人工神经网络, 生成对抗网络 (GAN), 健康信息管理, 应用机器学习, 卷积神经网络, 图像分析, 图论, 嵌入, 深度学习, 医疗保健, 模型评估
高级设置 · 专项课程 · 1-3 个月

Coursera
您将获得的技能: Customer Analysis, Unsupervised Learning, Customer Insights, Marketing Analytics, Applied Machine Learning, Data Analysis, Web Analytics, Retail Store Operations, Machine Learning, Machine Learning Algorithms, Histogram, Decision Tree Learning, Model Evaluation, Pandas (Python Package)
中级 · 课程 · 1-4 周

您将获得的技能: Model Deployment, MLOps (Machine Learning Operations), Model Evaluation, Machine Learning Software, Workflow Management, Predictive Modeling, Business Process, Governance Risk Management and Compliance, Continuous Monitoring, SAS (Software), Text Mining, R Programming, Scheduling
中级 · 课程 · 1-4 周

New York University
您将获得的技能: Machine Learning 方法, 马尔可夫模型, 风险管理, 金融交易, 证券交易, 金融市场, 金融建模, 投资组合管理, 衍生产品, 市场动态, 强化学习
高级设置 · 课程 · 1-4 周

Rice University
您将获得的技能: Overcoming Obstacles, Complex Problem Solving, Resourcefulness, Cognitive flexibility, Personal Attributes, Curiosity, Quick Learning, Adaptability
初级 · 课程 · 1-4 周

Dartmouth College
您将获得的技能: Classification Algorithms
攻读学位
中级 · 课程 · 1-3 个月
Duke University
您将获得的技能: Responsible AI, Large Language Modeling, Generative AI, Artificial Intelligence, Model Evaluation, Python Programming, Applied Machine Learning, Machine Learning, Visualization (Computer Graphics), Deep Learning, Plot (Graphics), Artificial Neural Networks
中级 · 课程 · 1-4 周

O.P. Jindal Global University
您将获得的技能: Marketing Analytics, Anomaly Detection, Digital Marketing, Web Analytics, Digital Advertising, Dimensionality Reduction, Unsupervised Learning, Customer Analysis, Search Engine Marketing, Supervised Learning, Online Advertising, Customer Retention, Text Mining, Predictive Analytics, Search Engine Optimization, Web Analytics and SEO, Google Ads, Customer Insights, Google Analytics, Data Ethics
初级 · 专项课程 · 3-6 个月

Google Cloud
您将获得的技能: 可扩展性, 分布式计算, 模型部署, 机器学习, 张力流, 系统设计, Google 云端平台, MLOps(机器学习 Operator), 系统架构, 混合云计算, 模型评估, 性能调整
高级设置 · 课程 · 1-3 个月

Board Infinity
您将获得的技能: Responsible AI, MLOps (Machine Learning Operations), Data Preprocessing, Model Deployment, Jenkins, Apache Mahout, AI Security, Applied Machine Learning, Classification Algorithms, Java, Continuous Deployment, Java Programming, Federated Learning, Artificial Intelligence, Model Evaluation, Deep Learning, Machine Learning, Spring Boot, Natural Language Processing, Reinforcement Learning
中级 · 专项课程 · 1-3 个月

Edureka
您将获得的技能: PySpark, Applied Machine Learning, Machine Learning Methods, Machine Learning, Logistic Regression
中级 · 课程 · 1-4 周

Alberta Machine Intelligence Institute
您将获得的技能: 负责任的人工智能, 模型部署, 道德标准与行为, 风险缓解, 机器学习, 系统集成, 运行分析, 利益攸关方沟通, AI 产品战略, MLOps(机器学习 Operator), AI 赋能, 企业战略, 持续监测, 数据伦理, 应用机器学习, 性能指标, 性能调整, 业务运营, 数据维护, 模型评估
混合 · 课程 · 1-4 周