Mining Courses

Great Learning

Unsupervised Learning Tutorial - Clustering Algorithm - Association Rule Mining

This Unsupervised Learning Tutorial will introduce you to the nitty gritty of Machine Learning and How Unsupervised Algorithms Work.

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

Great Learning

Apriori Algorithm in Data Mining - Association Rule Mining - Data Science Algorithm

Comprehensive tutorial on the Apriori algorithm in data mining, covering its importance, application in association rule mining, and implementation, with a focus on conjoint analysis and market basket analysis.

• YouTube
• 1 hour 37 minutes
• Self-Paced
• Free Video

Great Learning

Decision Tree in Data Mining and Machine Learning - Algorithm Tutorial

This 'Decision Tree in Data Mining' video will help you to comprehensively learn all the concepts of decision tree such as Impurity, Gini index, and pruning.

• YouTube
• 2 hours 20 minutes
• Self-Paced
• Free Video

Bioinformatics Coach

Data Mining - Biological Databases

Learn to mine biological databases, download gene expression data, and use tools like TCGA, NCBI, and SRA toolkit for bioinformatics research. Covers Python and R programming for data analysis.

• YouTube
• 2 hours 30 minutes
• Self-Paced
• Free Video

Process Advisor: Understanding Task Mining and Process Mining in Microsoft

Explore Process Advisor and Task Mining for optimizing workflows. Learn about features, analytics, privacy, and implementation to improve business efficiency and determine ROI.

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

Data Professor

Weka Data Mining Tutorials

Learn data mining with Weka's user-friendly interface. Master regression, classification, and drug discovery models through hands-on tutorials and practical examples.

• YouTube
• 2 hours 30 minutes
• Self-Paced
• Free Video

USENIX

Arya - Arbitrary Graph Pattern Mining with Decomposition-based Sampling

Innovative graph pattern mining system combining decomposition theory and edge sampling for efficient processing of massive graphs, outperforming existing solutions by orders of magnitude.

• YouTube
• 15 minutes
• Self-Paced
• Conference Talk

IEEE

Locally Differentially Private Frequent Itemset Mining

Explore techniques for mining frequent itemsets while preserving user privacy through Local Differential Privacy. Learn about PSFO protocols and the SVIM method for improved efficiency and accuracy.

• YouTube
• 18 minutes
• Self-Paced
• Conference Talk

Hausdorff Center for Mathematics

Proof Mining in Bounded Arithmetic

Explore proof mining in bounded arithmetic, focusing on computational content, complexity classes, and applications in mathematical logic and theoretical computer science.

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

Mining the Deep Sea

Exploring deep-sea mining for minerals to support a low-carbon economy, balancing potential benefits against environmental risks and comparing with land-based mining to inform decision-making.

• YouTube
• 24 minutes
• Self-Paced
• Conference Talk

media.ccc.de

From Data-Mining via Predictive Analytics to Surveillance Capitalism

Erörterung der Entwicklung von Data-Mining zu prädiktiver Analytik und Überwachungskapitalismus, mit Fokus auf gesellschaftliche Auswirkungen und ethische Bedenken der digitalen Überwachung.

• YouTube
• 44 minutes
• Self-Paced
• Conference Talk

CAE in Cybersecurity Community

Botnets for Mining Cryptocurrencies - Renita Murimi

Explore botnet threats to cryptocurrency mining, including history, mechanisms, and countermeasures. Learn about consensus protocols, browser evolution, and emerging trends in this cybersecurity challenge.

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

Association for Computing Machinery (ACM)

Scientific Text Mining and Knowledge Graphs - Part 2-1

Explore scientific text mining and knowledge graphs, focusing on phrase mining, named entity recognition, and meta-pattern mining for information extraction in various domains.

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

Association for Computing Machinery (ACM)

Scientific Text Mining and Knowledge Graphs

Explore scientific text mining and knowledge graphs, focusing on sequence labeling, multi-output models, and ensemble learning for information extraction and table component analysis.

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

Association for Computing Machinery (ACM)

Graph Mining Hamilton

Learn graph representation techniques for node classification, link prediction, and graph classification. Explore deep learning on graphs, GNNs, and their applications in drug repurposing and recommender systems.

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