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.

Skills you'll gain: MLOps (Machine Learning Operations), Model Training, Model Optimization, Applied Machine Learning, Model Evaluation, Convolutional Neural Networks, Machine Learning Methods, Image Analysis, Scikit Learn (Machine Learning Library), Computer Vision, Machine Learning, Sampling (Statistics), Continuous Monitoring, Data Collection, Python Programming, Big Data, Data Quality
Intermediate · Course · 1 - 3 Months
University of Michigan
Skills you'll gain: Feature Engineering, Model Evaluation, Applied Machine Learning, Supervised Learning, Scikit Learn (Machine Learning Library), Predictive Modeling, Machine Learning Methods, Machine Learning, Model Training, Model Optimization, Machine Learning Algorithms, Unsupervised Learning, Python Programming, Classification Algorithms, Artificial Neural Networks
★ 4.6 (8.8K) · Intermediate · Course · 1 - 4 Weeks

Sage Publications
Skills you'll gain: Time Series Analysis and Forecasting, Stata, Logistic Regression, STATA (Software), Quantitative Research, General Science and Research, Regression Analysis, Descriptive Statistics, Forecasting, Exploratory Data Analysis, Data Entry, Descriptive Analytics, Statistical Inference, Statistical Methods, Probability & Statistics, Statistical Analysis, Statistical Programming, Statistical Modeling, Data Import/Export, Data Analysis
Intermediate · Specialization · 3 - 6 Months

Skills you'll gain: Microsoft Office, Excel Formulas, Microsoft 365, Data Entry, Microsoft Excel, Spreadsheet Software, Productivity Software, Collaborative Software, Data Cleansing, Data Sharing, Cloud Storage, Organizational Skills, Learning Management Systems, File Management, Data Maintenance, Editing, Data Management
Beginner · Course · 1 - 3 Months

Skills you'll gain: Prompt Patterns, Large Language Modeling, Natural Language Processing, Generative AI, LLM Application, Prompt Engineering, Text Mining, Retrieval-Augmented Generation, Unstructured Data, Embeddings, Hugging Face, Unsupervised Learning, Applied Machine Learning, OpenAI API, Machine Learning Methods, Python Programming, Statistical Machine Learning, Analysis, Data Visualization, Network Model
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Data Storytelling, Presentations, Rmarkdown, Data Presentation, Data Cleansing, Data Visualization, Ggplot2, Data Validation, Spreadsheet Software, Data Visualization Software, Data Ethics, Data Analysis, Interactive Data Visualization, Data-Driven Decision-Making, Tableau Software, Data Processing, Dashboard, Business Analysis, Stakeholder Communications, File Management
★ 4.8 (12K) · Beginner · Professional Certificate · 3 - 6 Months

Duke University
Skills you'll gain: Fine-tuning, MLOps (Machine Learning Operations), Model Deployment, Cloud Deployment, Pandas (Python Package), AWS SageMaker, NumPy, Microsoft Azure, Hugging Face, GitHub Copilot, Unit Testing, Data Engineering, DevOps, Cloud Computing, Python Programming, Machine Learning, GitHub, Big Data, Data Management, Data Analysis
★ 4.1 (639) · Advanced · Specialization · 3 - 6 Months

Skills you'll gain: Feature Engineering, Apache Airflow, Databricks, MLOps (Machine Learning Operations), Data Pipelines, AI Orchestration, Data Lakes, Model Training, Apache Spark, Data Store, AI Workflows, Data Processing, Artificial Intelligence and Machine Learning (AI/ML), Data Transformation, Machine Learning, Data Collection, SQL, Data Storage, Machine Learning Algorithms, Warehouse Management
Advanced · Course · 1 - 4 Weeks

Skills you'll gain: AI literacy, Communication Planning, Report Writing, Public Speaking, Google Workspace, AI Personalization, Persona Development, Generative AI, Stakeholder Engagement, Management Reporting, Stakeholder Analysis, Artificial Intelligence
★ 4.8 (610) · Beginner · Course · 1 - 4 Weeks

Skills you'll gain: AI powered creativity, Visual Storytelling, Multimodal Prompts, Generative AI, AI literacy, AI Personalization, Creative Design, Ideation, Artificial Intelligence, Google Workspace
★ 4.6 (612) · Beginner · Course · 1 - 4 Weeks

Sage Publications
Skills you'll gain: Logistic Regression, Stata, STATA (Software), Statistical Analysis, Statistical Modeling, Regression Analysis, Statistical Methods, Statistical Programming, Statistical Software, Analysis, Statistical Inference, Time Series Analysis and Forecasting, Model Evaluation, Statistical Hypothesis Testing, Data Analysis, Structural Analysis, Plot (Graphics)
Intermediate · Course · 1 - 3 Months

DeepLearning.AI
Skills you'll gain: AI Product Strategy, Responsible AI, Data Ethics, AI Enablement, Applied Machine Learning, Artificial Intelligence, AI literacy, Machine Learning, Data Science, AI Integrations, Deep Learning, Artificial Neural Networks
★ 4.8 (53K) · Beginner · Course · 1 - 4 Weeks