数据 Cleaning 课程可以帮助您学习识别和纠正数据集中的错误、处理缺失值以及规范数据格式的技术。您可以掌握数据 Validation、Outlier 检测以及将原始数据 Transformer 成可用格式等方面的技能。许多课程都会介绍一些工具,如 Pandas 和 NumPy 等 Python 库,以及 OpenRefine 等软件,这些工具支持高效执行数据分析任务并确保数据质量,以便进行分析。

Duke University
您将获得的技能: 项目管理, 模型评估, 以人为本的设计, 人机交互, 分类与回归树 (CART), 无监督学习, 数据管理, Data Management, MLOps(机器学习 Operator), 深度学习, 数据预处理, 项目管理生命周期, 负责任的人工智能, 产品管理, 数据质量, 模型部署, 用户体验设计, 数据伦理, 产品设计, 数据科学, 机器学习
初级 · 专项课程 · 3-6 个月

您将获得的技能: Transfer Learning, PyTorch (Machine Learning Library), Model Evaluation, Vision Transformer (ViT), Keras (Neural Network Library), Deep Learning, Reinforcement Learning, Convolutional Neural Networks, Unsupervised Learning, Autoencoders, Artificial Neural Networks, Recurrent Neural Networks (RNNs), Generative Adversarial Networks (GANs), Logistic Regression, Tensorflow, Artificial Intelligence and Machine Learning (AI/ML), Image Analysis, Data Preprocessing, Model Deployment, Computer Vision
中级 · 专业证书 · 3-6 个月

Cleveland Clinic
您将获得的技能: Machine Learning Methods, Machine Learning, Machine Learning Algorithms, Healthcare Industry Knowledge, Health Informatics, Applied Machine Learning, Clinical Informatics, Health Care, Supervised Learning, Clinical Experience, Emerging Technologies, Artificial Intelligence, Reinforcement Learning, Data-Driven Decision-Making, Data Science
初级 · 课程 · 1-4 周

您将获得的技能: Responsible AI, Data Ethics, Organizational Strategy, AI Enablement, Artificial Intelligence, Strategic Leadership, Cross-Functional Collaboration, Governance, Artificial Intelligence and Machine Learning (AI/ML), Decision Making, Business Ethics, Technology Roadmaps, Data Governance, Enterprise Architecture, Organizational Structure, Strategic Prioritization, Scalability, Risk Analysis, Business Risk Management
中级 · 课程 · 1-4 周

您将获得的技能: Artificial Intelligence and Machine Learning (AI/ML), Computer Vision, Artificial Intelligence, Image Analysis, AWS SageMaker, Responsible AI, Natural Language Processing, Generative AI, Machine Learning, Prompt Engineering, Amazon Web Services, Model Deployment, OpenAI, Amazon Bedrock, Robotic Process Automation, Cloud Deployment, Customer experience improvement, ChatGPT, Data Science, Machine Learning Methods
初级 · 专项课程 · 1-3 个月

University of Illinois Urbana-Champaign
您将获得的技能: 统计方法, 概率与统计, 数据分析, 无监督学习, 自然语言处理, 文本挖掘, 非结构化数据, 统计分析, 逻辑回归, 预测分析, 分类算法, 分析, 数据挖掘
混合 · 课程 · 1-3 个月

您将获得的技能: Data Ethics, Responsible AI, Business Ethics, Strategic Decision-Making, Data Management, Strategic Thinking, Information Privacy, Market Research, Ethical Standards And Conduct, Governance, Strategic Leadership, Artificial Intelligence, Market Analysis, Diversity and Inclusion, Regulatory Requirements, Social Studies
初级 · 课程 · 1-4 周

Coursera
您将获得的技能: Marketing Analytics, Business Intelligence, Predictive Modeling, Business Analytics, Google Analytics, Customer Analysis, Analytics, Model Evaluation, Predictive Analytics, Advanced Analytics, Customer Insights, Trend Analysis, Artificial Intelligence, Performance Metric, Natural Language Processing
初级 · 课程 · 1-4 周

IBM
您将获得的技能: Python 程序设计, 模型评估, 决策树学习, Scikit-learn (机器学习库), 无监督学习, 回归分析, 监督学习, 降维, 应用机器学习, 预测建模, 逻辑回归, 功能工程, 分类算法, 机器学习
中级 · 课程 · 1-3 个月

您将获得的技能: MLOps (Machine Learning Operations), Google Cloud Platform, Generative AI, Model Deployment, Cloud Management, Kubernetes, Large Language Modeling, CI/CD, Cloud Deployment, Machine Learning Methods, Continuous Deployment, Tensorflow, Model Evaluation, Apache Airflow, AI Workflows, Continuous Integration, Feature Engineering, Containerization, Performance Tuning
中级 · 课程 · 1-3 个月

Coursera
您将获得的技能: MLOps (Machine Learning Operations), Applied Machine Learning, Model Evaluation, Scikit Learn (Machine Learning Library), Machine Learning, Predictive Modeling, Scenario Testing, Machine Learning Algorithms, Responsible AI, Regression Analysis, Classification And Regression Tree (CART), Case Studies, Continuous Monitoring, Performance Metric
中级 · 课程 · 1-4 周

您将获得的技能: Package and Software Management, Data Science, Computer Programming, Mathematical Software
初级 · 课程 · 1-4 周