数据挖掘课程可以帮助您学习数据预处理、模式识别和预测建模技术。您可以掌握 Cluster、Classification 和 Anomaly Detection 等技能,从而支持从大型数据集中提取有意义的见解。许多课程都会介绍 Python、R 和 SQL 等工具,以及 RapidMiner 和 Weka 等软件,帮助您在实际数据分析项目中应用这些技能。

University of California San Diego
您将获得的技能: 数据科学, 数据分析, 数据处理, 大数据, 数据存储, Python 程序设计, 分布式计算, Apache Spark, PySpark, 可扩展性, 数据基础设施, Apache Hadoop, 性能调整
混合 · 课程 · 1-3 个月

您将获得的技能: LangChain, LLM Application, Retrieval-Augmented Generation, OpenAI API, LangGraph, AI Workflows, Large Language Modeling, AI Orchestration, Responsible AI, Generative AI, Agentic systems, Prompt Engineering, Generative AI Agents, Natural Language Processing, Cloud Development, Application Programming Interface (API), Python Programming, Application Deployment, Data Processing, Pandas (Python Package)
中级 · 课程 · 1-4 周

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

Board Infinity
您将获得的技能: Customer Analysis, Campaign Management, Digital Advertising
初级 · 课程 · 1-4 周

您将获得的技能: Multimodal Prompts, Prompt Engineering, Responsible AI, Context Management
初级 · 课程 · 1-4 周

您将获得的技能: Prompt Engineering, AI Enablement, Strategic Thinking, Generative AI, Analysis
初级 · 课程 · 1-4 周

Coursera
您将获得的技能: MLOps (Machine Learning Operations), Data Governance, Prompt Engineering, Continuous Deployment, Generative AI, System Monitoring, CI/CD, Responsible AI, Automation, DevOps, Compliance Management, Performance Tuning, Data Pipelines, Kubernetes, Docker (Software), Containerization, Data Security, Risk Management, Dashboard, Cloud Platforms
中级 · 专项课程 · 3-6 个月

您将获得的技能: Model Deployment, Responsible AI, No-Code Development, LLM Application, AI Enablement, ChatGPT, Business Metrics, Data Ethics, AI Personalization, Return On Investment, Artificial Intelligence, AI Product Strategy, Customer experience improvement, Language Interpretation, Translation, and Studies, Performance Measurement, Large Language Modeling, Product Improvement, Cross Platform Development, Continuous Improvement Process, Natural Language Processing
初级 · 课程 · 1-4 周
Google Cloud
您将获得的技能: Data Governance, 创新, 模型评估, 数据伦理, 可行性研究, 数据战略, AI 赋能, 负责任的人工智能, Google 云端平台, 应用机器学习, 模型部署, 商业分析, 图像分析, 机器学习
初级 · 课程 · 1-3 个月

您将获得的技能: 回归分析, 商业分析, 统计, 数据分析, 预测, 描述性统计, 电子表格软件, 统计方法, 预测分析, 微软Excel, 统计分析, 概率, 数据可视化
中级 · 课程 · 1-3 个月

Google Cloud
您将获得的技能: Model Deployment, Convolutional Neural Networks, Google Cloud Platform, Natural Language Processing, Tensorflow, MLOps (Machine Learning Operations), Reinforcement Learning, Transfer Learning, Computer Vision, Systems Design, Applied Machine Learning, Machine Learning Methods, Image Analysis, AI Personalization, Cloud Deployment, Recurrent Neural Networks (RNNs), Hybrid Cloud Computing, Systems Architecture, Performance Tuning, Embeddings
高级设置 · 专项课程 · 3-6 个月

您将获得的技能: Retrieval-Augmented Generation, OpenAI API, AI Workflows, Generative Model Architectures, Model Deployment, Hugging Face, Programming Principles, Computer Programming, Transfer Learning, Application Deployment, Context Management, Embeddings, User Interface (UI), Model Evaluation, Vector Databases, Debugging, Software Installation
中级 · 专项课程 · 3-6 个月