Data Protection Courses

MITCBMM

Analyzing fMRI Data - The General Linear Model

Explore the General Linear Model for analyzing functional MRI data through comprehensive statistical methods and brain imaging techniques.

• YouTube
• 1 hour 19 minutes
• Self-Paced
• Free Video

CodeWithHarry

Python Data Science and Big Data Tutorials in Hindi

Master Python data science fundamentals in Hindi, covering Jupyter Notebook, NumPy, Pandas, and Matplotlib for effective big data analysis and visualization.

• YouTube
• 3 hours 1 minute
• Self-Paced
• Free Video

CS Dojo

Data Structures and Algorithms

Master fundamental programming concepts including arrays, linked lists, recursion, Big O notation, trees, binary search, quicksort, stacks, queues, and hash tables.

• YouTube
• 3 hours 58 minutes
• Self-Paced
• Free Video

CodeBeauty

Data Structures - Complete Beginner's Guide to Arrays, Linked Lists, Stacks, Queues, Trees, and More

Master essential data structures from arrays to trees with hands-on C++ examples, algorithms, and STL implementations in this comprehensive beginner-friendly tutorial series.

• YouTube
• 6 hours 34 minutes
• Self-Paced
• Free Video

Chemometrics & Machine Learning in Copenhagen

Food Science Data Analysis - Basic Statistical Methods and Visualization Techniques

Master statistical methods and data visualization techniques essential for analyzing food science datasets using R and specialized tools.

• YouTube
• 5 hours 58 minutes
• Self-Paced
• Free Video

Chemometrics & Machine Learning in Copenhagen

Preprocessing of Chemometric Data

Discover essential chemometric data preprocessing techniques including centering, scaling, normalization, derivatives, and automated alignment methods.

• YouTube
• 1 hour 54 minutes
• Self-Paced
• Free Video

CodeHelp - by Babbar

Graph Data Structures and Algorithms - Complete Course

Master graph algorithms from basics to advanced topics including BFS, DFS, shortest paths, MST, and strongly connected components with hands-on C++ implementation.

• YouTube
• 7 hours 10 minutes
• Self-Paced
• Free Video

CodeHelp - by Babbar

Stack and Queue - Data Structures for Placements

Master stack and queue data structures with theory, implementation, and advanced interview problems including histogram areas and celebrity problems.

• YouTube
• 8 hours 8 minutes
• Self-Paced
• Free Video

Fields Institute

Data-Driven Modelling - Machine Learning and Dynamical Systems

Explore cutting-edge machine learning techniques for modeling complex dynamical systems through data-driven approaches and computational methods.

• YouTube
• 18 hours 28 minutes
• Self-Paced
• Free Video

International Centre for Theoretical Sciences

Workshop on Data Assimilation in Weather and Climate Models 2024

Explore advanced data assimilation techniques for weather and climate modeling through comprehensive theory, hands-on practice, and real-world applications in atmospheric sciences.

• YouTube
• 2 days 3 hours 14 minutes
• Self-Paced
• Free Video

Applied Algebraic Topology Network

Beyond TDA - Persistent Functions and Applications in Data Sciences 2021

Explore advanced topological data analysis methods beyond traditional TDA, including persistent functions, spectral complexes, and sheaf theory for machine learning applications.

• YouTube
• 18 hours 2 minutes
• Self-Paced
• Free Video

Applied Algebraic Topology Network

Applied Topology - Topological Data Analysis 2021

Explore topological data analysis through homology, persistent homology, clustering methods, and dimensionality reduction techniques for understanding dataset shapes and structures.

• YouTube
• 4 hours 12 minutes
• Self-Paced
• Free Video

Applied Algebraic Topology Network

Applied Topology - Introduction to Topological Data Analysis - 2020

Explore topological data analysis fundamentals through whiteboard lectures covering simplicial complexes, persistence diagrams, and statistical applications for undergraduates.

• YouTube
• 2 hours 35 minutes
• Self-Paced
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Reconstructing Network Dynamics from Data - Applications to Neuroscience and Beyond

Explore advanced mathematical techniques for reconstructing network dynamics from data, focusing on neuroscience applications and beyond through expert presentations.

• YouTube
• 15 hours 47 minutes
• Self-Paced
• Free Video

AutoML Seminars

Machine Learning Without Data - Training Small Models with 10 Examples

Discover how to train custom Small Language Models locally using AI-generated data instead of manual labeling, keeping sensitive information private while achieving production-ready results.

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