Big Data Analytics 课程可以帮助您学习数据挖掘、统计分析、数据可视化和预测建模。您可以掌握解释复杂数据集、做出数据驱动决策和有效沟通见解的技能。许多课程都会介绍 Apache Hadoop、Spark 和 Tableau 等工具,这些工具支持处理大型数据集和可视化趋势,让您能够在各种业务环境中应用自己的解析技能。

Coursera
您将获得的技能: Model Evaluation, Supervised Learning, Unsupervised Learning, Data Preprocessing, Time Series Analysis and Forecasting, Applied Machine Learning, Machine Learning Algorithms, Feature Engineering, Dimensionality Reduction, Machine Learning, Predictive Modeling, Predictive Analytics, Scikit Learn (Machine Learning Library), Classification Algorithms, Forecasting, Decision Tree Learning, Anomaly Detection, Data Manipulation, Regression Analysis, Statistical Modeling
中级 · 课程 · 1-4 周

您将获得的技能: LangChain, Hugging Face, Prompt Engineering, Retrieval-Augmented Generation, Model Evaluation, Large Language Modeling, CrewAI, OpenAI API, Generative AI Agents, LLM Application, Vector Databases, Tool Calling, ChatGPT, Responsible AI, Embeddings, AI Enablement, AI Workflows, OpenAI, Generative AI, Python Programming
中级 · 专项课程 · 1-3 个月

DeepLearning.AI
您将获得的技能: AI 工作流程, 大型语言模型, ChatGPT, Prompt Engineering, LLM 申请, OpenAI 应用程序接口, Jupyter
初级 · 项目 · 不超过 2 小时

您将获得的技能: Prompt Engineering, Large Language Modeling, Data Preprocessing, Convolutional Neural Networks, Plot (Graphics), Generative AI, Deep Learning, Unsupervised Learning, Model Evaluation, Natural Language Processing, Responsible AI, Time Series Analysis and Forecasting, Data Visualization, Transfer Learning, Supervised Learning, Data Ethics, Image Analysis, Recurrent Neural Networks (RNNs), Model Deployment, Embeddings
中级 · 专项课程 · 3-6 个月

您将获得的技能: Real Time Data, Dataflow, Data Pipelines, Dashboard, Google Cloud Platform, Data Processing, Data Transformation, Scalability, Performance Tuning
中级 · 课程 · 1-3 个月

Coursera
您将获得的技能: Interactive Data Visualization, Software Installation, Package and Software Management, R Programming, Integrated Development Environments, Cloud Development, Cloud Hosting
初级 · 指导项目 · 不超过 2 小时

University of Colorado Boulder
您将获得的技能: 统计分析, 概率与统计, R 语言程序设计(中文版), 预测建模, 模型评估, 统计建模, 统计方法, 回归分析, 数据建模, 功能工程, 数据科学, 数据伦理, 数学建模, 统计推理
攻读学位
中级 · 课程 · 1-3 个月
您将获得的技能: Generative AI, Retrieval-Augmented Generation, Large Language Modeling, Responsible AI, Data Ethics, Generative Adversarial Networks (GANs), Agentic systems, AI Security, Discussion Facilitation, Business Ethics, Embeddings, Regulatory Compliance, Case Studies, Data Synthesis, Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence, SAS (Software), AI Workflows, Analytics, Machine Learning
初级 · 专项课程 · 3-6 个月

您将获得的技能: Feature Engineering, Model Evaluation, Predictive Modeling, Model Deployment, Predictive Analytics, R Programming, Data Analysis, Statistical Analysis, Data Cleansing, Applied Machine Learning, Data Manipulation, Tidyverse (R Package), Classification Algorithms, Risk Modeling, Data Preprocessing, Machine Learning
中级 · 指导项目 · 不超过 2 小时

Google Cloud
您将获得的技能: Looker (Software), Ad Hoc Analysis, Dashboard, Data Analysis, Exploratory Data Analysis, Data Literacy, Database Application
初级 · 项目 · 不超过 2 小时

您将获得的技能: Model Deployment, Application Deployment, MLOps (Machine Learning Operations), Cloud Deployment, Unit Testing, Docker (Software), Containerization, Kubernetes, AI Workflows, IBM Cloud, Microservices, Model Evaluation, Machine Learning, Natural Language Processing, Time Series Analysis and Forecasting, Continuous Monitoring, Data Science, Python Programming
高级设置 · 课程 · 1-4 周

Coursera
您将获得的技能: Image Analysis, Software Installation, Data Analysis, Analysis, Scientific Methods, User Interface (UI)
初级 · 指导项目 · 不超过 2 小时