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Stanford Courses

Courses in Stanford-related topics can help you learn data analysis, machine learning techniques, programming in Python, and statistical modeling. You can build skills in critical thinking, problem-solving, and applying algorithms to real-world challenges. Many courses introduce tools like TensorFlow for AI projects, R for data visualization, and SQL for database management, showing how these skills can be applied in various industries, from tech startups to healthcare.

Popular Stanford Courses and Certifications


  • Status: New
    New
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    Google Cloud

    AI 基础设施:网络组建和管理技术

    Skills you'll gain: Google Cloud Platform, Identity and Access Management, Cloud Infrastructure, Data Infrastructure, Cloud Management, Network Performance Management, Data Import/Export, Network Planning And Design, Network Administration, Data Migration, Network Infrastructure, Model Optimization, Generative AI, Model Training, General Networking, Network Architecture, Cloud-Based Integration, Distributed Computing, Data Pipelines

    Intermediate · Course · 1 - 3 Months

  • Status: New
    New
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    Google Cloud

    AI 基础设施:部署类型

    Skills you'll gain: Google Cloud Platform, Cloud Infrastructure, Cloud Deployment, Infrastructure As A Service (IaaS), Model Deployment, Kubernetes, Network Performance Management, Application Deployment, Cloud Engineering, Containerization, Infrastructure Architecture, Performance Tuning, Model Optimization, Distributed Computing, System Configuration

    Intermediate · Course · 1 - 3 Months

  • Status: Free Trial
    Free Trial
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    DeepLearning.AI

    Natural Language Processing with Classification and Vector Spaces

    Skills you'll gain: Natural Language Processing, Supervised Learning, Embeddings, Dimensionality Reduction, Machine Learning Methods, Text Mining, Statistical Machine Learning, Classification Algorithms, Logistic Regression, Feature Engineering

    4.6
    Rating, 4.6 out of 5 stars
    ·
    4.6K reviews

    Intermediate · Course · 1 - 4 Weeks

  • Status: Preview
    Preview
    U

    University of Colorado Boulder

    Deep Learning Applications for Computer Vision

    Skills you'll gain: Computer Vision, Convolutional Neural Networks, Image Analysis, Tensorflow, Deep Learning, Artificial Neural Networks, Machine Learning Methods, Model Training, Model Optimization, Applied Machine Learning, Fine-tuning, Feature Engineering, Machine Learning, Model Evaluation, Classification Algorithms

    Build toward a degree

    4.6
    Rating, 4.6 out of 5 stars
    ·
    89 reviews

    Intermediate · Course · 1 - 3 Months

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    Google Cloud

    在 Google Cloud 打造生成式 AI 應用程式

    Skills you'll gain: Prompt Engineering, Model Deployment, Retrieval-Augmented Generation, Generative AI, Google Gemini, Prompt Patterns, LLM Application, Generative Model Architectures, Google Cloud Platform, Large Language Modeling, Cloud Deployment

    Intermediate · Course · 1 - 3 Months

  • Status: New
    New
    Status: Free Trial
    Free Trial
    U

    University of Colorado Boulder

    Introduction to Machine Learning: Supervised Learning

    Skills you'll gain: Classification And Regression Tree (CART), Applied Machine Learning, Statistical Machine Learning, Machine Learning Methods, Model Training, Model Optimization

    4.4
    Rating, 4.4 out of 5 stars
    ·
    30 reviews

    Intermediate · Course · 1 - 3 Months

  • Status: Free Trial
    Free Trial
    G

    Google Cloud

    Machine Learning Operations (MLOps) with Vertex AI: Manage Features

    Skills you'll gain: MLOps (Machine Learning Operations), Model Deployment, Data Modeling, Google Cloud Platform, Feature Engineering, Model Training, Data Store, Data Preprocessing, Data Processing, Data Management, Data Storage Technologies

    4.1
    Rating, 4.1 out of 5 stars
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    16 reviews

    Intermediate · Course · 1 - 4 Weeks

  • Status: Free Trial
    Free Trial
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    DeepLearning.AI

    Natural Language Processing with Probabilistic Models

    Skills you'll gain: Natural Language Processing, Markov Model, Embeddings, Data Preprocessing, Artificial Neural Networks, Machine Learning Methods, Algorithms, Data Cleansing, Probability & Statistics

    4.7
    Rating, 4.7 out of 5 stars
    ·
    1.8K reviews

    Intermediate · Course · 1 - 4 Weeks

  • Status: Free Trial
    Free Trial
    D

    DeepLearning.AI

    Natural Language Processing with Attention Models

    Skills you'll gain: Natural Language Processing, Transfer Learning, Fine-tuning, Recurrent Neural Networks (RNNs), Applied Machine Learning, Keras (Neural Network Library), Model Evaluation

    4.4
    Rating, 4.4 out of 5 stars
    ·
    1.1K reviews

    Intermediate · Course · 1 - 4 Weeks

  • G

    Google Cloud

    Working with Notebooks in Vertex AI

    Skills you'll gain: Jupyter, MLOps (Machine Learning Operations), Google Cloud Platform, Model Deployment, Applied Machine Learning

    Beginner · Course · 1 - 4 Weeks

  • G

    Google Cloud

    在 Google Cloud 上使用生成式 AI 进行网站现代化改造

    Skills you'll gain: Generative AI, Web Content, Web Analytics and SEO, Prompt Engineering, Frontend Performance, Information Architecture, Google Cloud Platform, Content Management, User Experience Design

    Beginner · Course · 1 - 4 Weeks

  • G

    Google Cloud

    ベクトル検索とエンベディング

    Skills you'll gain: Retrieval-Augmented Generation, Embeddings, Vector Databases, Generative AI, Generative AI Agents, Google Cloud Platform, Agentic systems

    Intermediate · Course · 1 - 4 Weeks

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In summary, here are 10 of our most popular stanford courses

  • AI 基础设施:网络组建和管理技术: Google Cloud
  • AI 基础设施:部署类型: Google Cloud
  • Natural Language Processing with Classification and Vector Spaces: DeepLearning.AI
  • Deep Learning Applications for Computer Vision: University of Colorado Boulder
  • 在 Google Cloud 打造生成式 AI 應用程式: Google Cloud
  • Introduction to Machine Learning: Supervised Learning: University of Colorado Boulder
  • Machine Learning Operations (MLOps) with Vertex AI: Manage Features: Google Cloud
  • Natural Language Processing with Probabilistic Models: DeepLearning.AI
  • Natural Language Processing with Attention Models: DeepLearning.AI
  • Working with Notebooks in Vertex AI: Google Cloud

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