Advanced Data Processing and Machine Learning Techniques
Unlock the Future with Artificial Intelligence: Dive into Machine Learning, Big Data, and Cyber Network Architecture with MIT's Expert-Led Video Series!
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414 learners
What you'll learn
Understand the foundational concepts of Artificial Intelligence and Machine Learning
Develop skills in processing and architecting cyber network data using AI methodologies
Apply mathematical principles to analyze big data and machine learning algorithms
Explore and analyze structured and unstructured data using AI tools and techniques
This course includes
14 hours of video
Certificate of completion
Access on mobile and TV
Course content
1 modules
• 20 lessons
• 14 hours of video
Advanced Data Processing and Machine Learning Techniques
20 lessons
• 14 hours
▶
1. Artificial Intelligence and Machine Learning01:14:24
2. Cyber Network Data Processing; AI Data Architecture01:16:40
Lecture: Mathematics of Big Data and Machine Learning38:16
0. Introduction50:28
0. Examples Demonstration31:56
1. Using Associative Arrays45:24
1. Examples Demonstration24:57
2. Group Theory01:11:42
2. Examples Demonstration07:15
3. Entity Analysis in Unstructured Data45:42
3. Examples Demonstration32:56
4. Analysis of Structured Data41:53
4. Examples Demonstration23:59
5. Perfect Power Law Graphs -- Generation, Sampling, Construction, and Fitting53:50
5. Examples Demonstration24:05
6. Bio Sequence Cross Correlation44:52
6. Examples Demonstration22:22
Demonstration 701:23:22
7. Kronecker Graphs, Data Generation, and Performance44:43
