NPTEL-NOC IITM Courses

K-Means Implementation in R

Implement K-means clustering algorithm in R programming language. Learn data preprocessing, algorithm application, and result interpretation for effective data analysis.

• YouTube
• 21 minutes
• On-Demand
• Free Video

Energy as an Economic Resource - Classification of Energy Resource

Explore the classification and economic significance of energy resources, gaining insights into their impact on global economies and sustainable development.

• YouTube
• 21 minutes
• On-Demand
• Free Video

K-Means Clustering

Explore K-means clustering algorithm, its applications, and implementation techniques for effective data analysis and pattern recognition.

• YouTube
• 31 minutes
• On-Demand
• Free Video

K-Nearest Neighbors (KNN) Algorithm - Introduction and Applications

Explore k-Nearest Neighbors algorithm: concepts, applications, assumptions, implementation, and optimization techniques for effective machine learning.

• YouTube
• 26 minutes
• On-Demand
• Free Video

Linear Regression

Explore linear regression concepts, techniques, and applications for data analysis and predictive modeling.

• YouTube
• 41 minutes
• On-Demand
• Free Video

Impact of the Nanoscale on the Hall-Petch Relationship

Explore the influence of nanoscale dimensions on the Hall-Petch relationship, examining how material properties change at extremely small scales.

• YouTube
• 40 minutes
• On-Demand
• Free Video

Example Queries in Relational Model and Outer Join Operations

Explore relational model queries, including outer join operations, through practical examples and comprehensive explanations.

• YouTube
• 39 minutes
• On-Demand
• Free Video

Entrepreneurial Discovery - Part 1

Explore the foundational concepts of entrepreneurial discovery, uncovering key insights and strategies for identifying business opportunities.

• YouTube
• 29 minutes
• On-Demand
• Free Video

Entrepreneurial Discovery - Part 2

Explore advanced concepts in entrepreneurial discovery, focusing on identifying and evaluating business opportunities for innovative ventures.

• YouTube
• 29 minutes
• On-Demand
• Free Video

Aristotle's Poetics - Session 2

Explore Aristotle's Poetics in depth, examining key concepts and their relevance to literary analysis and criticism.

• YouTube
• 24 minutes
• On-Demand
• Free Video

Input-Output Relation for RLC Circuits - Lecture 6

Explore input-output relationships in RLC circuits, analyzing their behavior and characteristics for enhanced understanding of electrical systems.

• YouTube
• 23 minutes
• On-Demand
• Free Video

Entities and Relationships in Database Design

Explore entity relationships, cardinality ratios, participation constraints, and structural notations in database design. Master key concepts for effective data modeling.

• YouTube
• 40 minutes
• On-Demand
• Free Video

Sequence Data - Part 4

Explore advanced techniques for analyzing and interpreting sequence data, enhancing your bioinformatics skills and research capabilities.

• YouTube
• 36 minutes
• On-Demand
• Free Video

NumPy: Introduction, Installation, Attributes, and Arithmetic Operations

Master NumPy fundamentals: installation, attributes, and arithmetic operations for efficient numerical computing in Python.

• YouTube
• 20 minutes
• On-Demand
• Free Video

Current Regulator Applications, Introduction to Bandgap Voltage References, PTAT and CTAT Voltage

Explore current regulator applications and delve into bandgap voltage references, examining PTAT and CTAT voltage concepts for advanced electronic design.

• YouTube
• 24 minutes
• On-Demand
• Free Video