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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


  • G

    Google Cloud

    AI Infrastructure: Storage Options

    Skills you'll gain: Data Infrastructure, Model Training, Data Preprocessing, Model Deployment, Data Storage Technologies, Data Processing, AI Workflows, Data Pipelines, File Systems, Capacity Management

    Intermediate · Course · 1 - 3 Months

  • Status: Preview
    Preview
    N

    National Taiwan University

    機器學習基石上 (Machine Learning Foundations)---Mathematical Foundations

    Skills you'll gain: Supervised Learning, Model Training, Machine Learning, Machine Learning Methods, Statistical Machine Learning, Model Evaluation, Machine Learning Algorithms, Artificial Intelligence and Machine Learning (AI/ML), Theoretical Computer Science, Classification Algorithms, Mathematical Modeling, Statistical Methods, Probability & Statistics, Algorithms, Statistical Inference

    4.9
    Rating, 4.9 out of 5 stars
    ·
    937 reviews

    Beginner · Course · 1 - 3 Months

  • Status: New
    New
    G

    Google Cloud

    AI 基礎架構:Cloud GPU

    Skills you'll gain: AI Workflows, Hardware Architecture, Computer Hardware, Cloud Infrastructure, Google Cloud Platform, Model Deployment, Cloud Deployment, Model Training, Performance Tuning

    Intermediate · Course · 1 - 4 Weeks

  • G

    Google Cloud

    在 Google Cloud 打造生成式 AI 應用程式

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

    Intermediate · Course · 1 - 3 Months

  • Status: New
    New
    Status: Free Trial
    Free Trial
    P

    Packt

    AI Integration & Platform Optimization in Advanced Fabric

    Skills you'll gain: Data Architecture, Data Security, Microsoft Azure, Computing Platforms, Collaborative Software, Cloud Security, Information Systems Security, Data Infrastructure, Systems Architecture, Data Management, Capacity Management, Database Architecture and Administration, AI Enablement, Data Governance, AI Integrations, Data Presentation, Identity and Access Management, Machine Learning, Data Analysis

    Advanced · Course · 1 - 3 Months

  • Status: Free Trial
    Free Trial
    M

    Microsoft

    Artificial Intelligence on Microsoft Azure

    Skills you'll gain: Responsible AI, Anomaly Detection, Microsoft Azure, Data Ethics, AI Workflows, Artificial Intelligence, Image Analysis, Computer Vision, Artificial Intelligence and Machine Learning (AI/ML), Natural Language Processing, AI literacy, Machine Learning

    4.5
    Rating, 4.5 out of 5 stars
    ·
    1.1K reviews

    Beginner · Course · 1 - 4 Weeks

  • Status: Preview
    Preview
    G

    Google Cloud

    Machine Learning Operations (MLOps) with Vertex AI: Model Evaluation - Français

    Skills you'll gain: Model Evaluation, MLOps (Machine Learning Operations), Generative AI, Model Optimization, Machine Learning Methods, AI Security, Responsible AI, Google Cloud Platform, Data Quality

    Intermediate · Course · 1 - 4 Weeks

  • Status: Free Trial
    Free Trial
    G

    Google Cloud

    Machine Learning Operations with Vertex AI: Model Evaluation

    Skills you'll gain: Model Evaluation, MLOps (Machine Learning Operations), Generative AI, Continuous Monitoring, Model Optimization, Responsible AI

    Intermediate · Course · 1 - 4 Weeks

  • Status: Free Trial
    Free Trial
    U

    University of Colorado Boulder

    Trees, SVM and Unsupervised Learning

    Skills you'll gain: Model Evaluation, Applied Machine Learning, Unsupervised Learning, Decision Tree Learning, Artificial Neural Networks, Machine Learning Methods, Classification Algorithms, Supervised Learning, Statistical Machine Learning, Machine Learning Algorithms, Random Forest Algorithm, Predictive Modeling, Applied Mathematics, Dimensionality Reduction, Statistics

    Build toward a degree

    4.4
    Rating, 4.4 out of 5 stars
    ·
    9 reviews

    Intermediate · Course · 1 - 4 Weeks

  • Status: Preview
    Preview
    N

    National Taiwan University

    機器學習基石下 (Machine Learning Foundations)---Algorithmic Foundations

    Skills you'll gain: Machine Learning Algorithms, Model Evaluation, Classification Algorithms, Machine Learning Methods, Model Training, Algorithms, Supervised Learning, Logistic Regression, Machine Learning, Applied Machine Learning, Regression Analysis, Feature Engineering, Statistical Methods, Model Optimization, Verification And Validation, Data Transformation

    4.9
    Rating, 4.9 out of 5 stars
    ·
    331 reviews

    Intermediate · Course · 1 - 3 Months

  • G

    Google Cloud

    Use Vertex AI Studio for Healthcare

    Skills you'll gain: Prompt Engineering, Gemini, Image Analysis, Google Gemini, Prompt Engineering Tools, Generative AI Agents, Medical Imaging, Generative AI, Google Cloud Platform, Health Technology, Healthcare Industry Knowledge

    Beginner · Project · Less Than 2 Hours

  • Status: Free Trial
    Free Trial
    U

    University of Colorado Boulder

    Machine Learning: Theory and Hands-on Practice with Python

    Skills you'll gain: Recurrent Neural Networks (RNNs), Generative AI, Fine-tuning, Model Training, Vision Transformer (ViT), Model Optimization, Large Language Modeling, Embeddings, Network Architecture

    4.5
    Rating, 4.5 out of 5 stars
    ·
    60 reviews

    Intermediate · Specialization · 3 - 6 Months

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

  • AI Infrastructure: Storage Options: Google Cloud
  • 機器學習基石上 (Machine Learning Foundations)---Mathematical Foundations: National Taiwan University
  • AI 基礎架構:Cloud GPU: Google Cloud
  • 在 Google Cloud 打造生成式 AI 應用程式: Google Cloud
  • AI Integration & Platform Optimization in Advanced Fabric: Packt
  • Artificial Intelligence on Microsoft Azure: Microsoft
  • Machine Learning Operations (MLOps) with Vertex AI: Model Evaluation - Français: Google Cloud
  • Machine Learning Operations with Vertex AI: Model Evaluation: Google Cloud
  • Trees, SVM and Unsupervised Learning: University of Colorado Boulder
  • 機器學習基石下 (Machine Learning Foundations)---Algorithmic Foundations: National Taiwan University

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