NPTEL;  IIT Delhi

An Introduction to Artificial Intelligence

Comprehensive exploration of AI fundamentals, covering search algorithms, game theory, logic, uncertainty, Bayesian networks, and reinforcement learning, with historical context and practical applications.

• YouTube
• 1 day 8 hours
• On-Demand
• Free Video

Random Forests

Learn to build, evaluate, and implement Random Forests, including handling missing data and clustering. Gain practical skills using R for this powerful machine learning technique.

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

Introduction to Machine Learning for Coders

Learn essential machine learning concepts and techniques for coders, covering fundamental principles and practical applications across 12 comprehensive lessons.

• YouTube
• 19 hours
• On-Demand
• Free Video

Gradient Boost

Explore the fundamentals and advanced concepts of Gradient Boost for regression and classification in machine learning.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Video

Docker for the Absolute Beginners

Learn Docker from scratch: container basics, advanced networking, CI/CD, and Kubernetes. Hands-on exercises for beginners to gain practical skills in containerization and orchestration.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Video

jQuery Tutorials for Beginners

Go from zero to ninja in jQuery in this complete beginners jQuery tutorial playlist. First we'll take a look at how to load jQuery into our documents, then dive straight into all of the great features it offers us as JavaScript developers to make our lif…

• YouTube
• 2 hours 30 minutes
• On-Demand
• Free Video

Reinforcement Learning

Explore Q-learning, deep Q networks, and reinforcement learning environments through hands-on tutorials and practical implementations.

• YouTube
• 3 hours 30 minutes
• On-Demand
• Free Video

Procedural Modelling

Learn to automate 3D model creation using procedural programming. Master data structures, control-flow, and custom functions while exploring geometric modeling and semantic data augmentation with Möbius Modeller.

• edX
• 5 weeks, 4-6 hours a week
• Finished
• Free Online Course (Audit)

Generative Modelling

Learn advanced generative modelling techniques for complex spatial information models, including law curves, solvers, and skeletal modelling. Develop coding skills and mathematical reasoning for spatial computation.

• edX
• 5 weeks, 4-6 hours a week
• Finished
• Free Online Course (Audit)

CART - Classification and Regression Trees

Explore decision and regression trees, from basic concepts to advanced techniques like feature selection, missing data handling, and pruning. Includes practical Python implementation.

• YouTube
• 2 hours 30 minutes
• On-Demand
• Free Video

Ansible for the Absolute Beginners

In this beginner-level course, you will learn about Ansible. You will learn about YAML with coding exercises, Ansible Playbook, Ansible Playable, Ansible UI, Docker, DevOps, preparation for Ansible certification with mock exams, and gaining free work exp…

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Video

OpenShift for the Absolute Beginners

Learn OpenShift fundamentals, Kubernetes basics, and DevOps practices. Explore templates, catalogs, and CI/CD concepts. Prepare for Kubernetes certification with hands-on examples and practice tests.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Video

Make Your Own Programming Language in Python

In this series you will be learning how to create your very own simple interpreted programming language in Python. (Edit: It does get complicated by the end.)

• YouTube
• 3 hours 30 minutes
• On-Demand
• Free Video

XGBoost

Learn to implement XGBoost for regression and classification, explore its mathematical foundations, and master advanced optimizations in Python.

• YouTube
• 2 hours 30 minutes
• On-Demand
• Free Video

NPTEL;  IIT Madras

Linux Programming & Scripting

The goal of the course is the study of scripting languages such as PERL, TCL/TK, Python and BASH; creation of programs in the Linux environment; the study of the principles of scripting languages; the study of usage of scripting languages in IC design fl…

• YouTube
• 1 day 14 hours
• On-Demand
• Free Video