& AI

This is a Notes to learn Machine Learning and Artificial Intelligence.

  1. Programming Language to learn AI ML then Python is always recommended.
    1. Why - Easy to Learn
  2. There are some packages like TensorFlow, Scikit learn, Keras, etc which are very useful and also PyTorch libraries which helps you a lot.
  3. Learn NumPy and Pandas basics. It is very Crucial in AI ML.
  4. For NumPy basics read NumPy Quick Start guides. Don’t go so much deep just learn basics and ND Array.
  5. Now you should learn Pandas so much that at least you know how to manipulate a data in a CSV File.
  6. After that you should know tha Statistics and also Linear Algebra also. Also you should know what is Probability.
    1. Refer the book Probability and Statistics in Engineering by William W. Hines.
  7. After all this Learn Linear Regression, Gradient Descent, Learn all algorithm of Supervised Learning and Unsupervised Learning (A Book named Mining of Massive Datasets by Jure Leskovec Refer this).
  8. Learn Clustering and implement the algorithm using Scikit Learn (A Book named Hands on Machine Learning with Scikit Learn, Keras and TensorFlow by Aurelien Geron also a Book named Python For Data Analysis: Data Wrangling with Pandas, NumPy and Jupyter by Wes McKinney)

So, Basically follow the Below Path to Learn the All About Machine Learning and Artificial Intelligence

  1. Learn PYTHON
  2. After that Learn DATA SCIENCE
  3. After these things come to SCIKIT LEARN and TENSORFLOW.
  4. Create Lot of PROJECTS with the help of What you have Learned.