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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 Stats: Probability Rules and Bayes Theorem 

    Skills you'll gain: Probability, Probability & Statistics, Probability Distribution, Diagnostic Tests, Bayesian Statistics, Combinatorics, Statistical Methods, Applied Mathematics, Data Literacy, Statistical Inference, Business Mathematics, Logical Reasoning, Correlation Analysis, Fraud detection

    Beginner · Course · 1 - 3 Months

    Category: New
    New
    Status: Free trial
    Free trial
  • U

    University of Alberta

    Fundamentals of Reinforcement Learning

    Skills you'll gain: Reinforcement Learning, Machine Learning, Machine Learning Algorithms, Artificial Intelligence, Agentic systems, Markov Model, Decision Intelligence, Algorithms

    4.8 stars, 2.9K reviews, Intermediate, Course, 1 - 3 Months

    ★ 4.8 (2.9K) · Intermediate · Course · 1 - 3 Months

    Status: Free trial
    Free trial
  • I

    IBM

    Supervised Machine Learning: Regression

    Skills you'll gain: Supervised Learning, Regression Analysis, Applied Machine Learning, Predictive Modeling, Machine Learning Methods, Model Training, Statistical Machine Learning, Machine Learning, Machine Learning Algorithms, Statistical Modeling, Model Evaluation, Data Preprocessing, Feature Engineering, Model Optimization, Statistical Analysis, Statistical Methods, Data Transformation, Data Presentation

    4.7 stars, 846 reviews, Intermediate, Course, 1 - 3 Months

    ★ 4.7 (846) · Intermediate · Course · 1 - 3 Months

    Status: Free trial
    Free trial
  • I

    Imperial College London

    Mathematics for Machine Learning: PCA

    Skills you'll gain: Dimensionality Reduction, NumPy, Unsupervised Learning, Statistical Methods, Descriptive Statistics, Jupyter, Statistics, Geometry, Linear Algebra, Data Transformation, Python Programming, Advanced Mathematics, Applied Mathematics, Calculus

    4 stars, 3.2K reviews, Intermediate, Course, 1 - 4 Weeks

    ★ 4 (3.2K) · Intermediate · Course · 1 - 4 Weeks

    Status: Free trial
    Free trial
  • T

    Tableau Learning Partner

    Introduction to Business Analytics

    Skills you'll gain: Data Literacy, Tableau Software, Business Analysis, Analytics, Business Analytics, Business Intelligence, Data Analysis, Data-Driven Decision-Making, Business Intelligence Software, Project Management, Descriptive Analytics, Predictive Analytics

    4.7 stars, 500 reviews, Beginner, Course, 1 - 4 Weeks

    ★ 4.7 (500) · Beginner · Course · 1 - 4 Weeks

    Status: Free trial
    Free trial
  • P

    Packt

    Transformers for NLP and Computer Vision

    Skills you'll gain: Vision Transformer (ViT), Generative AI, OpenAI API, ChatGPT, Fine-tuning, Generative Model Architectures, Responsible AI, Retrieval-Augmented Generation, Large Language Modeling, Natural Language Processing, AI powered creativity, Multimodal Prompts, Hugging Face, OpenAI, AI Orchestration, Transfer Learning, Generative AI Agents, Embeddings, Prompt Engineering, Artificial Intelligence and Machine Learning (AI/ML)

    Intermediate · Specialization · 3 - 6 Months

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

    Vanderbilt University

    Agentic AI and AI Agents: A Primer for Leaders

    Skills you'll gain: Retrieval-Augmented Generation, Agentic systems, Agentic Workflows, Generative AI Agents, AI Workflows, Prompt Engineering, ChatGPT, Artificial Intelligence, LLM Application, Prompt Patterns, OpenAI, Generative AI, Context Engineering, Large Language Modeling, AI literacy, Tool Calling, Multimodal Prompts, Strategic Planning, Emerging Technologies, Responsible AI

    4.7 stars, 1.6K reviews, Beginner, Course, 1 - 4 Weeks

    ★ 4.7 (1.6K) · Beginner · Course · 1 - 4 Weeks

    Status: Free trial
    Free trial
  • U

    University of Washington

    Machine Learning: Classification

    Skills you'll gain: Classification Algorithms, Classification And Regression Tree (CART), Applied Machine Learning, Model Training, Logistic Regression, Supervised Learning, Predictive Modeling, Decision Tree Learning, Data Preprocessing, Model Evaluation, Text Mining, Machine Learning Algorithms, Feature Engineering, Data Cleansing, Scalability, Model Optimization, Risking, Machine Learning, Natural Language Processing, Probability & Statistics

    4.7 stars, 3.7K reviews, Mixed, Course, 1 - 3 Months

    ★ 4.7 (3.7K) · Mixed · Course · 1 - 3 Months

    Status: Free trial
    Free trial
  • U

    University of Michigan

    Inferential Statistical Analysis with Python

    Skills you'll gain: Statistical Hypothesis Testing, Statistical Methods, Statistical Inference, Statistics, Bayesian Statistics, Probability & Statistics, Data-Driven Decision-Making, Statistical Analysis, Data Analysis, Sampling (Statistics), Jupyter, Analysis, Statistical Programming, Python Programming

    4.6 stars, 937 reviews, Intermediate, Course, 1 - 4 Weeks

    ★ 4.6 (937) · Intermediate · Course · 1 - 4 Weeks

    Status: Free trial
    Free trial
  • D

    DeepLearning.AI

    Convolutional Neural Networks in TensorFlow

    Skills you'll gain: Convolutional Neural Networks, Transfer Learning, Model Evaluation, Tensorflow, Keras (Neural Network Library), Model Training, Computer Vision, Fine-tuning, Classification Algorithms, Image Analysis, Applied Machine Learning, Deep Learning, Model Optimization, Machine Learning, Data Preprocessing

    4.7 stars, 8.2K reviews, Intermediate, Course, 1 - 4 Weeks

    ★ 4.7 (8.2K) · Intermediate · Course · 1 - 4 Weeks

    Status: Free trial
    Free trial
  • U

    Unilever

    Supply Chain Management and Analytics

    Skills you'll gain: Supply Chain, Demand Planning, Supply Chain Management, Supply Chain Planning, Process Improvement, Process Improvement and Optimization, Performance Improvement, Customer Demand Planning, Logistics Management, Production Planning, Sustainable Business, Logistics, Analytics, Profit and Loss (P&L) Management, Corporate Sustainability, Forecasting, Data Analysis, Risk Management, Data Visualization, Problem Solving

    4.8 stars, 588 reviews, Beginner, Course, 1 - 3 Months

    ★ 4.8 (588) · Beginner · Course · 1 - 3 Months

    Status: Free trial
    Free trial
  • U

    University of Michigan

    Sports Performance Analytics

    Skills you'll gain: Logistic Regression, Forecasting, Statistical Methods, Exercise Science, Regression Analysis, Plot (Graphics), Data Cleansing, Scikit Learn (Machine Learning Library), Supervised Learning, Data Processing, Statistical Hypothesis Testing, Correlation Analysis, Predictive Analytics, Applied Machine Learning, Injury Prevention, Athletic Training, Analytics, People Analytics, Data Analysis, Python Programming

    4.5 stars, 284 reviews, Intermediate, Specialization, 3 - 6 Months

    ★ 4.5 (284) · 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 Stats: Probability Rules and Bayes Theorem : University of Colorado Boulder
  • Fundamentals of Reinforcement Learning: University of Alberta
  • Supervised Machine Learning: Regression: IBM
  • Mathematics for Machine Learning: PCA: Imperial College London
  • Introduction to Business Analytics: Tableau Learning Partner
  • Transformers for NLP and Computer Vision: Packt
  • Agentic AI and AI Agents: A Primer for Leaders: Vanderbilt University
  • Machine Learning: Classification: University of Washington
  • Inferential Statistical Analysis with Python: University of Michigan
  • Convolutional Neural Networks in TensorFlow: DeepLearning.AI

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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