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This repository is a comprehensive guide for beginners to advanced learners in the field of Machine Learning. Whether you're interested in Python, OpenCV, TensorFlow, or PyTorch, this resource will help you build a strong foundation in these critical areas. The resources provided below include video tutorials as well as a highly recommended book.

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Machine Learning Crash Course & Book Guide

This repository is a comprehensive guide for beginners to advanced learners in the field of Machine Learning. Whether you're interested in Python, OpenCV, TensorFlow, or PyTorch, this resource will help you build a strong foundation in these critical areas. The resources provided below include video tutorials as well as a highly recommended book that will elevate your understanding.


๐Ÿ“น Python Crash Course (12 Hours)

Skills You Will Acquire:

  • Python Fundamentals
  • Data Manipulation
  • Data Visualization
  • Application Development

Watch Python Crash Course


๐Ÿ“น OpenCV Crash Course (4 Hours)

Skills You Will Acquire:

  • Image Processing
  • Computer Vision Techniques
  • Face Recognition
  • Masking & Blurring

Watch OpenCV Crash Course


๐Ÿ“น Neural Networks Crash Course (7 Hours with TensorFlow)

Skills You Will Acquire:

  • Machine Learning Algorithms
  • Neural Networks
  • CNNs for Computer Vision
  • RNNs for NLP

Watch Neural Networks Crash Course


๐Ÿ“น PyTorch for Deep Learning & Machine Learning (25 Hours)

Skills You Will Acquire:

  • PyTorch Fundamentals
  • Deep Learning Models
  • CNNs for Vision
  • Custom Datasets & Augmentation

Watch PyTorch for Deep Learning & Machine Learning


๐Ÿ“– Book: Machine Learning: A Probabilistic Perspective by Kevin P. Murphy

A comprehensive resource for understanding probabilistic modeling in machine learning.

Need the softcopy of the book?
Contact me at: m.raiaan.cs@gmail.com


โฑ๏ธ Time Commitment

  • Total time to go through all resources: ~48 hours.

These courses and resources will provide you with a robust foundation in machine learning, computer vision, and deep learning. Happy learning!

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This repository is a comprehensive guide for beginners to advanced learners in the field of Machine Learning. Whether you're interested in Python, OpenCV, TensorFlow, or PyTorch, this resource will help you build a strong foundation in these critical areas. The resources provided below include video tutorials as well as a highly recommended book.

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