Machine Learning Resources

Online Courses

Type: [Link]
Title: Machine Learning by Andrew Ng on Coursera
Link: https://www.coursera.org/learn/machine-learning
Description: A foundational course covering all aspects of machine learning, including supervised and unsupervised learning, delivered by one of the most recognized instructors in the field.
Type: [Link]
Title: Machine Learning Crash Course by Google
Link: https://developers.google.com/machine-learning/crash-course
Description: A quick-start guide with video lectures, real-world case studies, and hands-on exercises using TensorFlow APIs.

Type: [Book]
Title: "Pattern Recognition and Machine Learning" by Christopher M. Bishop
Link: https://www.springer.com/gp/book/9780387310732
Description: A comprehensive textbook providing an advanced introduction to pattern recognition and machine learning techniques.
Type: [Book]
Title: "Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow" by Aurélien Géron
Link: https://www.oreilly.com/library/view/hands-on-machine-learning/9781492032632/
Description: A practical guide to building machine learning models with Python libraries.

Type: [Link]
Title: TensorFlow
Link: https://www.tensorflow.org/
Description: An open-source library for machine learning models and a complete ecosystem for building, training, and deploying models.
Type: [Link]
Title: PyTorch
Link: https://pytorch.org/
Description: A flexible deep learning library widely used in research and production for building machine learning solutions.