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Data Collection Courses

Data collection courses can help you learn survey design, sampling techniques, data cleaning, and statistical analysis. You can build skills in qualitative and quantitative research methods, data visualization, and ethical considerations in data handling. Many courses introduce tools like Excel for data manipulation, R for statistical analysis, and software like Qualtrics for survey creation, showing how these skills are applied in real-world research settings.

Popular Data Collection Courses and Certifications


  • U

    University of Colorado Boulder

    BiteSize Statistics for Absolute Beginners

    Skills you'll gain: Probability Distribution, Exploratory Data Analysis, Probability, Descriptive Statistics, Statistical Modeling, Data Literacy, Statistics, Probability & Statistics, Statistical Methods, Sampling (Statistics), Statistical Analysis, Statistical Inference, Descriptive Analytics, Data Analysis, Diagnostic Tests, Histogram, Box Plots, Bayesian Statistics, Combinatorics, Risk Modeling

    Beginner · Specialization · 3 - 6 Months

    Category: New
    New
    Status: Free trial
    Free trial
  • V

    Vanderbilt University

    AI Agents and Agentic AI with Python & Generative AI

    Skills you'll gain: Agentic systems, Generative AI Agents, Agentic Workflows, LLM Application, OpenAI API, AI Workflows, Tool Calling, Prompt Engineering, Prompt Patterns, Software Documentation

    4.6 stars, 474 reviews, Beginner, Course, 1 - 3 Months

    ★ 4.6 (474) · Beginner · Course · 1 - 3 Months

    Status: Top AI program
    Top AI program
    Status: Free trial
    Free trial
  • V

    Vanderbilt University

    Advanced Prompt Engineering for Everyone

    Skills you'll gain: Prompt Engineering, Retrieval-Augmented Generation, Prompt Patterns, Generative AI, Context Engineering, ChatGPT, AI literacy, AI Personalization, Anthropic Claude, LLM Application, Large Language Modeling, Data Analysis

    4.8 stars, 822 reviews, Intermediate, Course, 1 - 3 Months

    ★ 4.8 (822) · Intermediate · Course · 1 - 3 Months

    Status: Free trial
    Free trial
  • E

    Edureka

    MLOps: Build & Deploy ML Systems

    Skills you'll gain: MLOps (Machine Learning Operations), Feature Engineering, AWS SageMaker, DevOps, CI/CD, Kubernetes, Cloud-Native Computing, Model Training, Fraud detection, Continuous Deployment, Devops Tools, AI Workflows, Continuous Integration, Application Deployment, Site Reliability Engineering, Application Lifecycle Management, Artificial Intelligence and Machine Learning (AI/ML), Machine Learning, Scalability, Artificial Intelligence

    Intermediate · Specialization · 1 - 3 Months

    Category: New
    New
    Status: Free trial
    Free trial
  • B

    Board Infinity

    Building AI Research Agents: LangChain, RAG, and LangGraph

    Skills you'll gain: AI Workflows, Retrieval-Augmented Generation, LLM Application, Tool Calling, AI Orchestration, Prompt Engineering, Generative AI Agents, Large Language Modeling, Agentic systems

    Intermediate · Course · 1 - 4 Weeks

    Category: New
    New
    Category: Preview
    Preview
  • D

    DeepLearning.AI

    Natural Language Processing in TensorFlow

    Skills you'll gain: Tensorflow, Recurrent Neural Networks (RNNs), Natural Language Processing, Embeddings, Generative AI, Artificial Neural Networks, Text Mining, Model Training, Applied Machine Learning, Data Preprocessing, Machine Learning, Data Processing

    4.6 stars, 6.5K reviews, Intermediate, Course, 1 - 4 Weeks

    ★ 4.6 (6.5K) · Intermediate · Course · 1 - 4 Weeks

    Status: Free trial
    Free trial
  • A

    Amazon Web Services

    Gen AI Dev- Design and Implement Vector Store Solutions

    Skills you'll gain: Generative Model Architectures, Generative AI, Retrieval-Augmented Generation, Metadata Management, Amazon S3, Enterprise Architecture, Data Maintenance, AI Integrations, Amazon Web Services, Data Store, Taxonomy, Prompt Engineering, Amazon DynamoDB, Cloud Computing, Artificial Intelligence and Machine Learning (AI/ML), Software Development, Artificial Intelligence, Data Pipelines, Natural Language Processing, Machine Learning

    Advanced · Course · 1 - 3 Months

    Category: New
    New
  • G

    Google Cloud

    Google Cloud Database Engineer

    Skills you'll gain: Google Cloud Platform, Cloud Infrastructure, Application Deployment, Prompt Engineering, Kubernetes, Prompt Engineering Tools, Containerization, Database Architecture and Administration, MySQL, Dataflow, PostgreSQL, Identity and Access Management, Data Migration, Cloud Management, Cloud Security, Cloud Applications, Operational Databases, Data Maintenance, Database Design, Database Management

    4.7 stars, 49K reviews, Intermediate, Specialization, 3 - 6 Months

    ★ 4.7 (49K) · Intermediate · Specialization · 3 - 6 Months

    Status: Free trial
    Free trial
  • N

    Northeastern University

    Generative AI in Practice Part 2

    Skills you'll gain: Generative AI, Generative AI Agents, AI Workflows, AI Orchestration, CrewAI, Multimodal Prompts, Google Gemini, Model Deployment, Prompt Patterns, Retrieval-Augmented Generation, Responsible AI, Agentic systems, Prompt Engineering, AI Security, Application Deployment, OpenAI, Agentic Workflows, LLM Application, OpenAI API, Cloud Deployment

    Beginner · Course · 1 - 3 Months

    Category: New
    New
    Category: Preview
    Preview
  • J

    John Wiley & Sons

    Foundations of Machine Learning: Concepts, Tools, and Math

    Skills you'll gain: Data Literacy, Responsible AI, Machine Learning Methods, Machine Learning, Artificial Intelligence and Machine Learning (AI/ML), Applied Machine Learning, Unstructured Data, Generative AI, Machine Learning Algorithms, Model Training, NumPy, Python Programming, Data Science, Scalability, Artificial Intelligence, Supervised Learning, Data Preprocessing, Unsupervised Learning, Feature Engineering, Algorithms

    Beginner · Course · 1 - 3 Months

    Category: New
    New
    Status: Free trial
    Free trial
  • I

    IBM

    IBM DevOps and Software Engineering

    Skills you'll gain: User Story, Cloud Deployment, CI/CD, Unit Testing, Software Development Life Cycle, Open Web Application Security Project (OWASP), Continuous Integration, OpenShift, Istio, Kubernetes, Linux Commands, Cloud Infrastructure, Test Driven Development (TDD), Devops Tools, Git (Version Control System), DevOps, Grafana, Software Engineering, Data Import/Export, Application Development

    4.6 stars, 66K reviews, Beginner, Professional Certificate, 3 - 6 Months

    ★ 4.6 (66K) · Beginner · Professional Certificate · 3 - 6 Months

    Category: Job skills
    Job skills
    Status: Free trial
    Free trial
  • U

    University of Minnesota

    Recommender Systems

    Skills you'll gain: AI Personalization, Model Evaluation, Machine Learning Algorithms, Machine Learning Methods, Taxonomy, Decision Support Systems, Business Metrics, Applied Machine Learning, Test Data, Machine Learning, Dimensionality Reduction, Performance Metric, Performance Testing, Spreadsheet Software, Analysis, Systems Design, Solution Design, Predictive Modeling, Microsoft Excel, Statistical Methods

    4.3 stars, 834 reviews, Intermediate, Specialization, 3 - 6 Months

    ★ 4.3 (834) · Intermediate · Specialization · 3 - 6 Months

    Status: Free trial
    Free trial
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In summary, here are 10 of our most popular data collection courses

  • BiteSize Statistics for Absolute Beginners: University of Colorado Boulder
  • AI Agents and Agentic AI with Python & Generative AI: Vanderbilt University
  • Advanced Prompt Engineering for Everyone: Vanderbilt University
  • MLOps: Build & Deploy ML Systems: Edureka
  • Building AI Research Agents: LangChain, RAG, and LangGraph: Board Infinity
  • Natural Language Processing in TensorFlow: DeepLearning.AI
  • Gen AI Dev- Design and Implement Vector Store Solutions: Amazon Web Services
  • Google Cloud Database Engineer: Google Cloud
  • Generative AI in Practice Part 2: Northeastern University
  • Foundations of Machine Learning: Concepts, Tools, and Math: John Wiley & Sons

Skills you can learn in Machine Learning

Python Programming (33)
Tensorflow (32)
Deep Learning (30)
Artificial Neural Network (24)
Big Data (18)
Statistical Classification (17)
Reinforcement Learning (13)
Algebra (10)
Bayesian (10)
Linear Algebra (10)
Linear Regression (9)
Numpy (9)

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