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 Glasgow
您将获得的技能: Deep Learning, Recurrent Neural Networks (RNNs), Data Preprocessing, Artificial Neural Networks, Convolutional Neural Networks, Model Evaluation, Health Informatics, Electronic Medical Record, Data Cleansing, Feature Engineering, Time Series Analysis and Forecasting, Predictive Modeling, Classification Algorithms
中级 · 课程 · 1-4 周

您将获得的技能: 机器学习, 数据处理, 描述性统计, 数据科学, 数据预处理, 机器学习算法, Apache Spark, 模型评估, 数据存储, 分布式计算, Machine Learning 方法, 数据存储技术, 应用机器学习, 大数据, PySpark, 统计方法
中级 · 课程 · 1-4 周

University of Colorado Boulder
您将获得的技能: 同行评审, 实验, 化学, 数学教育, 显示设备, 模拟, 课程规划, 数字教学法, 网页内容无障碍指南, 设计策略, 教育软件和技术, 模拟和模拟软件, 物理学, 生物学, 研究, 用户反馈, 互动设计, 教学, 教学策略, 教学法
初级 · 专项课程 · 3-6 个月

Amazon Web Services
您将获得的技能: Strategic Leadership, Strategic Decision-Making, Business Transformation, Business Strategy, Data-Driven Decision-Making, AI Enablement, Machine Learning, Artificial Intelligence and Machine Learning (AI/ML), Decision Making, Technology Roadmaps
初级 · 课程 · 1-4 周

Georgia Institute of Technology
您将获得的技能: 设计师, 多媒体, 音乐, 用户体验设计, 可用性测试, 网页内容无障碍指南, 设计思维, 以人为本的设计
中级 · 课程 · 1-3 个月

University of Illinois Urbana-Champaign
您将获得的技能: 多样性意识, 社会正义, 以学生为中心的学习, 教育软件和技术, 特殊教育, 文化响应, 文化多样性, 高等教育, 混合式学习, 教学策略, 教学法, 差异化教学
混合 · 课程 · 1-4 周

The University of Edinburgh
您将获得的技能: Sustainable Development, Cooperation, Discussion Facilitation, Collaboration, Research, Community Development, Creative Thinking, Community Outreach, Climate Change Adaptation, Student Engagement, Environmental Policy, Climate Change Mitigation, Education and Training
初级 · 课程 · 1-4 周

您将获得的技能: PyTorch (Machine Learning Library), Computer Vision, NumPy, Matplotlib, Convolutional Neural Networks, Deep Learning, Pandas (Python Package), Image Analysis, Python Programming, Artificial Neural Networks, Data Manipulation
中级 · 课程 · 1-3 个月

您将获得的技能: Keras (Neural Network Library), Tensorflow, Artificial Neural Networks, Deep Learning, Data Preprocessing, Model Evaluation, Customer Analysis, Applied Machine Learning, Scikit Learn (Machine Learning Library), Development Environment, Predictive Analytics, Pandas (Python Package), Data Cleansing
混合 · 课程 · 1-4 周

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

您将获得的技能: Recurrent Neural Networks (RNNs), Embeddings, Deep Learning, Convolutional Neural Networks, Artificial Neural Networks, Python Programming, Classification Algorithms, Data Preprocessing, Model Evaluation
中级 · 课程 · 1-3 个月

您将获得的技能: Data Visualization, Matplotlib, Plot (Graphics), Exploratory Data Analysis, Text Mining, Model Evaluation, Classification Algorithms, Applied Machine Learning, Data Cleansing, Scikit Learn (Machine Learning Library), Data Preprocessing, Natural Language Processing, Machine Learning, Unstructured Data, Data Analysis, Data Manipulation, Python Programming, Computer Science
中级 · 指导项目 · 不超过 2 小时