Data Management Courses

Mathematics of Big Data and Machine Learning

Explore the Dynamic Distributed Dimensional Data Model (D4M) to tackle Big Data challenges using graph theory, linear algebra, and databases. Apply this innovative approach to real-world problems in various fields.

• MIT OpenCourseWare
• Self-Paced
• Free Online Course

Aligning Language Models with LESS Data and Simple Preference Optimization (SimPO)

Discover innovative approaches to language model alignment through LESS data selection and SimPO optimization, achieving superior performance with reduced computational resources and simplified objectives.

• YouTube
• 1 hour
• Self-Paced
• Free Video

Data, Economics, and Design of Policy: International Development

Explore the economic and political dimensions of global poverty through data-driven approaches, preparing for career advancement or accelerated graduate studies at MIT.

• MITx Online
• 48 weeks, 12-14 hours/week
• Self-Paced
• Free Online Course

Data, Economics, and Design of Policy: Public Policy

Gain insights into evaluating policy effectiveness using data and evidence, preparing for career advancement or accelerated graduate studies at MIT or other universities.

• MITx Online
• 48 weeks, 12-14 hours/week
• Self-Paced
• Free Online Course

Redefining Context for Powerful Test-Time Adaptation Using Unlabeled Data

Explore advanced test-time adaptation techniques for foundation models, focusing on context-driven approaches to improve model performance across different domains using unlabeled data and inductive biases.

• YouTube
• 48 minutes
• Self-Paced
• Free Video

Collaborative Data Science for Healthcare

Explore data science principles, electronic health records analysis, and AI/ML applications to improve population health through collaborative healthcare analytics.

• MITx Online
• Self-Paced
• Free Online Course

Understanding the World Through Data

Discover how to leverage data and basic machine learning algorithms using Python to explore relationships, distributions, and classification models for real-world insights.

• MITx Online
• 9 weeks, 3-6 hours a week
• Self-Paced
• Free Online Course

Data Analysis for Social Scientists

Learn data analysis techniques for social sciences, including probability, statistics, regression, experiments, and machine learning, with real-world applications and R programming instruction.

• MIT OpenCourseWare
• Self-Paced
• Free Online Course

Data Analysis for Social Scientists

Master methods for analyzing data to answer cultural, social, economic, and policy questions using R, probability, statistics, and machine learning techniques.

• MITx Online
• 14 weeks, 12-14 hours/week
• Self-Paced
• Free Online Course

Computational Data Science in Physics I

Explore realistic physics research examples using computational methods to analyze LIGO data, detect gravitational waves, and fit signals within physical models using Jupyter notebooks.

• MITx Online
• 6 weeks, 10-15 hours/week
• Self-Paced
• Free Online Course

Computational Data Science in Physics II

Master computational methods for physics research, including hypothesis testing, semi-parametric methods, deep learning, and analyzing LHC data to measure W and Z boson properties.

• MITx Online
• 7 weeks, 10-15 hours/week
• Self-Paced
• Free Online Course

Computational Data Science in Physics III

Dive into numerical simulations for physics research, from differential equations to lattice models, culminating in applications relevant to contemporary lattice QCD.

• MITx Online
• 7 weeks, 10-15 hours/week
• Self-Paced
• Free Online Course

Simon Sez IT

Data Cleaning in Excel - Text Functions and Power Query

12 ratings

Learn essential data cleaning techniques in Excel using text functions and Power Query. Master importing, formatting, and manipulating data for accurate analysis and improved efficiency.

• YouTube
• 1 hour 8 minutes
• Self-Paced
• Free Video

Emily Carr University of Art + Design

Project Management for Designers

12 ratings

Learn essential project management skills for designers, from client relations to successful project completion. Gain practical knowledge in estimating, contracts, timelines, and self-management to optimize workflow and ensure profitability.

• Kadenze
• 48 hours
• Self-Paced
• Free Online Course

Social Media Data Analytics

298 ratings at Coursera

Explore social media data analytics using APIs, process structured and unstructured data, derive insights, and analyze sentiments. Learn to collect, analyze, and visualize data from various platforms.

• Coursera
• 10 hours 43 minutes
• Self-Paced
• Paid Course