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 California San Diego
您将获得的技能: 图论, 拉斯特(编程语言), 软件测试, 理论计算机科学, 计算机编程, Algorithm, 数据结构, 计划发展, 调试, Javascript, 测试案例, Python 程序设计, 编程原则, 计算思维, 网络分析, Java, 开发测试, 数据存储, C 和 C++, 生物信息学
中级 · 专项课程 · 3-6 个月

Duke University
您将获得的技能: 集装箱化, Microsoft Copilot, MLOps(机器学习 Operator), 云计算解决方案, GitHub, 大数据, 拉斯特(编程语言), 拥抱的脸, 负责任的人工智能, CI/CD, Devops, 机器学习, 无服务器计算, 应用机器学习, Docker (软件), PyTorch(机器学习库), 人工智能和机器学习(AI/ML), 张力流
高级设置 · 课程 · 1-3 个月

您将获得的技能: Growth Mindedness, Organizational Development, Willingness To Learn, AI Enablement, Lifelong Learning, Personal Development, Self-Awareness, Leadership Development, Mindfulness
中级 · 课程 · 1-3 个月

您将获得的技能: Hugging Face, LLM Application, LangChain, Large Language Modeling, OpenAI, Natural Language Processing, Generative AI Agents, ChatGPT, Responsible AI, Embeddings, Application Programming Interface (API), Text Mining, Restful API, Agentic systems, Open Source Technology, Data Preprocessing, MLOps (Machine Learning Operations), Python Programming, Model Evaluation
初级 · 课程 · 1-4 周
您将获得的技能: Model Deployment, LLM Application, Large Language Modeling, System Monitoring, Scalability, Hugging Face, Cloud Deployment, Performance Tuning, MLOps (Machine Learning Operations), Prompt Engineering, Transfer Learning, AI Security, Applied Machine Learning, Application Security, Artificial Intelligence, API Design, Model Evaluation
中级 · 课程 · 1-4 周
DeepLearning.AI
您将获得的技能: 卷积神经网络, 信息隐私, 探索性数据分析, 计算机视觉, 数据分析, 自然语言处理, 文本挖掘, 模型评估, 非结构化数据, 数据伦理, 缓解, 机器学习, 人工智能, 灾难恢复, 图像分析, 应用机器学习, Jupyter, 环境监测, 应急响应, 监督学习
初级 · 专项课程 · 1-3 个月

您将获得的技能: Model Deployment, Benchmarking, Process Optimization, Cloud Deployment, Model Evaluation, Network Performance Management, Convolutional Neural Networks, Keras (Neural Network Library), Network Model, Project Performance
中级 · 课程 · 1-4 周

Google Cloud
您将获得的技能: Cloud Infrastructure, Identity and Access Management, Google Cloud Platform, Prompt Engineering, Application Deployment, Cloud Storage, Kubernetes, Infrastructure As A Service (IaaS), Containerization, Cloud Deployment, Cloud Computing, CI/CD, Cloud-Native Computing, Terraform, Cloud Applications, Cloud Computing Architecture, Cloud Security, Cloud Services, Load Balancing, Service Level Agreement
中级 · 专项课程 · 3-6 个月

Board Infinity
您将获得的技能: Inventory and Warehousing, Supply Chain Management, Business Continuity, Forecasting, Predictive Analytics, Logistics, Automation, Logistics Management, Real Time Data, Risk Mitigation, Risk Management, Case Studies, Business Ethics, Anomaly Detection, Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence
初级 · 课程 · 1-4 周

您将获得的技能: Data Storytelling, Predictive Analytics, Data Presentation, Responsible AI, Predictive Modeling, Strategic Decision-Making, Data-Driven Decision-Making, Business Intelligence, Data Visualization, Decision Making, Artificial Intelligence and Machine Learning (AI/ML), Scikit Learn (Machine Learning Library), Business Marketing, Natural Language Processing, Text Mining, Python Programming, Reinforcement Learning, Data Security, Network Analysis, Security Awareness
初级 · 课程 · 1-4 周

您将获得的技能: Responsible AI, Containerization, Prompt Engineering, AI Orchestration, Scalability, AI Workflows, Application Deployment, Kubernetes, Agentic Workflows, Azure Active Directory, System Monitoring, LangChain, Generative AI Agents, Microservices, Microsoft Azure, Artificial Intelligence, Distributed Computing, Serverless Computing, Natural Language Processing, Reinforcement Learning
中级 · 专业证书 · 3-6 个月

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