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。

Arizona State University
您将获得的技能: 培训培训师, 数字教学法
混合 · 课程 · 1-3 个月

您将获得的技能: Feature Engineering, Responsible AI, Model Evaluation, Technical Communication, Data Preprocessing, Data Transformation, Performance Analysis, Data Wrangling, Data Cleansing, Data Analysis, Predictive Modeling, Machine Learning, Embeddings, Artificial Intelligence, Decision Support Systems, Scikit Learn (Machine Learning Library), Pandas (Python Package), Debugging
中级 · 课程 · 1-4 周

IBM
您将获得的技能: 回归分析, 预测建模, 数据清理, 模型评估, 探索性数据分析, 数据驱动的决策制定, 数据预处理, Matplotlib, Pandas(Python 软件包), NumPy, 数据科学, Python 程序设计, 数据转换, 数据分析, 数据导入/导出, 数据可视化, Scikit-learn (机器学习库), 统计分析, 数据操作
中级 · 课程 · 1-3 个月

您将获得的技能: Unsupervised Learning, Applied Machine Learning, Plotly, Data Visualization, Machine Learning, Social Sciences, Socioeconomics, Machine Learning Algorithms, Scikit Learn (Machine Learning Library), Exploratory Data Analysis, Data Analysis, Python Programming
初级 · 指导项目 · 不超过 2 小时

您将获得的技能: Reinforcement Learning, Regulatory Compliance, Due Diligence, Artificial Intelligence and Machine Learning (AI/ML), Risk Analysis, Policy Analysis, Policy Development, Algorithms
中级 · 课程 · 1-4 周

University of Illinois Urbana-Champaign
您将获得的技能: 课程开发, 学习理论, 教育与培训, 分析, 多样性与包容性, 教学和课程设计, 需求评估, 教学设计, 培训与发展
混合 · 课程 · 1-3 个月

Google Cloud
您将获得的技能: Google Cloud Platform, Cloud Infrastructure, Application Deployment, Prompt Engineering, Kubernetes, Containerization, Database Architecture and Administration, MySQL, Cloud Computing Architecture, Dataflow, PostgreSQL, Identity and Access Management, Cloud Deployment, Data Migration, Cloud Management, Cloud Security, Cloud Applications, Operational Databases, Database Design, Database Management
中级 · 专项课程 · 3-6 个月
您将获得的技能: MLOps (Machine Learning Operations), Model Deployment, Containerization, Performance Tuning, Docker (Software), Java, Application Performance Management, Artificial Intelligence and Machine Learning (AI/ML), Analysis, Data Structures
高级设置 · 课程 · 1-4 周

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: Responsible AI, Generative AI, Generative Model Architectures, LLM Application, Prompt Engineering, ChatGPT, AI Enablement, AI Security, Cloud Development, AI Workflows, Data Ethics, Real Time Data, Large Language Modeling, Model Deployment, Cloud Computing Architecture, Artificial Intelligence, MLOps (Machine Learning Operations), Deep Learning, Scalability, System Monitoring
初级 · 课程 · 1-3 个月
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

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