creatorcao/deep-learning-roadmap

my roadmap of learning deep learning

Fundamentals -- Videos

• The Missing Semester of Your CS Education ⭐️⭐️⭐️⭐️

• Deep Learning AI(Andrew Ng) ⭐️⭐️⭐️⭐️⭐️

  • Machine Learning Specialization
  • Deep Learning Specialization
  • Generative Adversarial Networks

• 3Blue1Brown ⭐️⭐️⭐️⭐️

• Data Scientist with Python (DataCamp) ⭐️⭐️⭐️

Fundamentals -- Books

• Deep Learning with Python ⭐️⭐️⭐️⭐️⭐️

• Deep Learning with Pytorch ⭐️⭐️⭐️⭐️

• Make Your Own Neural Network ⭐️⭐️⭐️⭐️

• Deep Learning ⭐️⭐️⭐️⭐️⭐️

• Grokking Deep Learning ⭐️⭐️⭐️⭐️

• Data Science Handbook ⭐️⭐️⭐️⭐️

• Python for Data Analysis ⭐️⭐️⭐️

• Interpretable Machine Learning ⭐️⭐️⭐️⭐️⭐️

• An Introduction to Statistical Learning ⭐️⭐️⭐️⭐️⭐️

Advanced Computer Vision

• Hands-On Computer Vision with Detectron2 ⭐️⭐️⭐️⭐️⭐️

• OpenCV ⭐️⭐️⭐️

• Programming PyTorch for Deep Learning ⭐️⭐️⭐️⭐️⭐️

Generative AI

• Generative Adversarial Networks (GANs) Specialization ⭐️⭐️⭐️⭐️⭐️

• How Diffusion Models Work ⭐️⭐️⭐️⭐️

Data Visualization

• Storytelling with Data ⭐️⭐️⭐️⭐️

Kaggle Competition

• My repo ⭐️⭐️⭐️⭐️

• Machine learning practice ⭐️⭐️⭐️⭐️⭐️

• Time series practice ⭐️⭐️⭐️⭐️⭐️