Machine Learning Courses and Certifications

Interactive Imitation Learning: Planning Alongside Humans

Interactive imitation learning for robots: tackling feedback-driven covariate shift and predicting human intent using graph neural networks, with applications in self-driving vehicles.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

Stanford Seminar - Computing with High-Dimensional Vectors

Explore high-dimensional vector computing as a complement to traditional methods, bridging symbolic AI and neural nets. Learn about its operations, applications, and potential in machine learning and nanotechnology.

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

5 Minutes Engineering

Complete Machine Learning Course - From Basics to Advanced Concepts

Comprehensive Hindi guide covering ML fundamentals, supervised/unsupervised learning, reinforcement, ensemble methods, neural networks, and genetic algorithms for exam preparation.

• YouTube
• 5 hours 19 minutes
• Self-Paced
• Free Video

The Case for Learned Index Structures

Exploring learned index structures as alternatives to traditional database indexes, offering potential improvements in speed and memory efficiency for data retrieval and management.

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

Great Learning

Naïve Bayes Algorithm in Hindi - Naïve Bayes Classifier Explained - Machine Learning

हिंदी में नाइव बेयस एल्गोरिथम की व्याख्या, जो मशीन लर्निंग में वर्गीकरण के लिए उपयोग किया जाता है। यह स्पैम फ़िल्टरिंग, टेक्स्ट विश्लेषण और चिकित्सा निदान जैसे अनुप्रयोगों पर केंद्रित है।

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

Stanford Seminar - Distributed Perception and Learning Between Robots and the Cloud

Explore distributed perception and learning in robotics, focusing on cloud-robot interactions, offloading strategies, and efficient data sampling for improved performance and cost reduction.

• YouTube
• 47 minutes
• Self-Paced
• Free Online Course

Python for Data Science & Machine Learning: Zero to Hero

861 ratings at Udemy

Master Data Science & Machine Learning in Python: Numpy, Pandas, Matplotlib, Scikit-Learn, Machine Learning, and more!

• Udemy
• 6 hours 1 minute
• Self-Paced
• Paid Course

Nvidia

Grandmaster Series - Building a World-Class ML Model for Melanoma Detection

1 rating

Learn how Kaggle Grandmasters built a world-class ML model for melanoma detection, outperforming average dermatologists. Discover key strategies in model architecture, augmentation, and training for accurate skin lesion classification.

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

NPTEL;  IISc Bangalore

Pattern Recognition

1 rating

Comprehensive exploration of statistical pattern recognition, covering Bayes classifiers, density estimation, linear discriminants, neural networks, SVMs, and advanced learning techniques.

• YouTube
• 1 day 16 hours
• Self-Paced
• Free Video

Improving data quality in data analytics & machine learning

854 ratings at Udemy

Learn why, when, and how to maximize the quality of your data to optimize data-based decisions

• Udemy
• 5 hours 23 minutes
• Self-Paced
• Paid Course

Hyperparameter Optimization for Machine Learning

847 ratings at Udemy

Learn grid and random search, Bayesian optimization, multi-fidelity models, Optuna, Hyperopt, Scikit-Optimize & more.

• Udemy
• 9 hours 25 minutes
• Self-Paced
• Paid Course

Data Science and Machine Learning Basic to Advanced

814 ratings at Udemy

Complete Introduction to Data Science and Machine Learning from Basic to Advanced.

• Udemy
• 5 hours
• Self-Paced
• Paid Course

Machine Learning Model Deployment with Streamlit

809 ratings at Udemy

Deploy ML models with Streamlit and share your data science work with the world

• Udemy
• 7 hours 14 minutes
• Self-Paced
• Paid Course

Linear Algebra for Data Science & Machine Learning A-Z 2025

802 ratings at Udemy

Linear Algebra for Data Science, Big Data, Machine Learning, Engineering & Computer Science. Master Linear Algebra

• Udemy
• 18 hours 2 minutes
• Self-Paced
• Paid Course

Python in 3 Hours! [+ Machine Learning & Deep Learning]

778 ratings at Udemy

Switch to Python, Learn Machine Learning Fundamentals, and Develop Deep Learning Models Using TensorFlow All in 3 Hours!

• Udemy
• 2 hours 50 minutes
• Self-Paced
• Paid Course