Machine Learning Study

• Basic Math Theory

• Jump to Python

  • Python Basic

• Deep Learning Zero To All

  • https://hunkim.github.io/ml/

• Data Science School

  • https://datascienceschool.net/view-notebook/661128713b654edc928ecb455a826b1d/

• Deep Learning from Scratch

  • We do not rely on libraries or frameworks, we create the core of deep learning from the bottom up.

• Python for Data Analysis

  • Python for Data Analysis is concerned with the nuts and bolts of manipulating, processing, cleaning, and crunching data in Python.
  • It is also a practical, modern introduction to scientific computing in Python, tailored for data-intensive applications.

• Hands Machine Learning Scikit Learn TensorFlow

  • Explore the machine learning landscape, particularly neural nets
  • Use scikit-learn to track an example machine-learning project end-to-end
  • Explore several training models, including support vector machines, decision trees, random forests, and ensemble methods
  • Use the TensorFlow library to build and train neural nets
  • Dive into neural net architectures, including convolutional nets, recurrent nets, and deep reinforcement learning
  • Learn techniques for training and scaling deep neural nets
  • Apply practical code examples without acquiring excessive machine learning theory or algorithm details

• Machine Learning in Action

  • Tatistical data processing, data analysis, and data visualization in code.
  • Tactical tasks like classification, forecasting, recommendations, and higher-level features like summarization and simplification.

• Machine Learning for the Web

  • Get familiar with the fundamental concepts and some of the jargons used in the machine learning community
  • Use tools and techniques to mine data from websites
  • Grasp the core concepts of Django framework
  • Get to know the most useful clustering and classification techniques and implement them in Python
  • Acquire all the necessary knowledge to build a web application with Django
  • Successfully build and deploy a movie recommendation system application using the Django framework in Python

• Web Scraping with Python