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: Generative AI, Generative Adversarial Networks (GANs), Applied Machine Learning, Deep Learning, Responsible AI, Machine Learning Methods, Artificial Intelligence, Data Ethics, Artificial Intelligence and Machine Learning (AI/ML), Machine Learning, Machine Learning Algorithms, Artificial Neural Networks, Convolutional Neural Networks, Regression Analysis, Classification Algorithms, Business Ethics, Governance
攻读学位
初级 · 课程 · 1-4 周

您将获得的技能: Unsupervised Learning, Seaborn, Matplotlib, Predictive Modeling, Data Preprocessing, Supervised Learning, NumPy, Model Evaluation, Applied Machine Learning, Predictive Analytics, Dimensionality Reduction, PyTorch (Machine Learning Library), Deep Learning, Keras (Neural Network Library), Scatter Plots, Statistical Visualization, Python Programming, Data Science, Machine Learning, Data Analysis
初级 · 专项课程 · 1-3 个月
Stanford University
您将获得的技能: 概率与统计, 图论, 概率分布, 自然语言处理, 网络模型, 统计建模, 网络分析, 决策支持系统, 贝叶斯网络, 马尔可夫模型
高级设置 · 课程 · 1-3 个月

您将获得的技能: Prompt Engineering, Brainstorming, Email Automation, AI Enablement, Concision, Large Language Modeling, Business Writing, Productivity, Organizational Skills
初级 · 课程 · 1-4 周

AI CERTs
您将获得的技能: Responsible AI, Tensorflow, Data Ethics, PyTorch (Machine Learning Library), Internet Of Things, Real Time Data, Artificial Intelligence and Machine Learning (AI/ML), Telecommunications, Artificial Intelligence, Emerging Technologies, Generative AI, Wireless Networks, Generative AI Agents, Network Performance Management, Network Architecture, Digital Communications, Network Protocols, Computer Networking, System Design and Implementation, Communication
高级设置 · 专项课程 · 1-3 个月

AI CERTs
您将获得的技能: Generative AI Agents, Agentic systems, Game Design, Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence, Video Game Development, Animation and Game Design, Generative AI, Game Theory, Design, Design and Product
中级 · 课程 · 1-3 个月

University of Colorado Boulder
您将获得的技能: 微软Excel, 概率分布, 无监督学习, 数据分析, 探索性数据分析, 模拟和模拟软件, 商业分析, 预测分析, 风险分析, 业务建模, 工艺优化, 市场分析, 决策
初级 · 课程 · 1-4 周

University of Houston
您将获得的技能: 学习理论, 科学与研究, 人类发展, 语言学习, 神经学, 非语言交流, 儿童发展, 语言能力, 多种语言, 心理学
混合 · 课程 · 1-3 个月

University of Illinois Urbana-Champaign
您将获得的技能: 概率与统计, 统计分析, 无监督学习, 自然语言处理, 数据分析, 统计方法, 非结构化数据, 预测分析, 逻辑回归, 分类算法, 分析, 数据挖掘, 文本挖掘
混合 · 课程 · 1-3 个月
Macquarie University
您将获得的技能: 合并, 微软Excel, 电子表格软件, 自动化, 数据清理, 仪表板, 数据整合, 数据管理, Data Analysis 表达式(DAX), 业务报告
中级 · 课程 · 1-3 个月

University of Colorado Boulder
您将获得的技能: User Story, New Product Development, Real-Time Operating Systems, Model Based Systems Engineering, Model Evaluation, Field-Programmable Gate Array (FPGA), Failure Analysis, Sustainable Business, Data Mining, Delegation Skills, Object Oriented Design, Sampling (Statistics), Proposal Writing, Supplier Management, Accountability, Data Ethics, Sustainability Reporting, Database Design, Unsupervised Learning, Supervised Learning
获得学位
学位 · 1-4 年

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