Python Programming and Machine Learning
Python is the language for hackers, forensic analyst and penetration testers. It's a simple object oriented and minimalistic language, easy to learn with simple syntax. Most Python programs run unchanged on all major computer platforms including Windows, Linux, Mac, etc.The Python Standard Library is huge. Most of the security, hacking and forensic tools are written on Python. Machine Learning (ML) is basically that field of computer science with the help of which computer systems can provide sense to data in much the same way as human beings do.
01. Why Python? Let's get started with it !
02. Variable, data type and data input
03. Operators, conditional logic and loop
04. Control Flow in Python
05. Data Structures in Python
06. Modules and Packages in Python
07. Introduction about machine learning
08. Libraries-Numpy,Pandas, Matplotlib
09. Multiple linear regression and Polynomial regression
10. Logistic regression and Performance metrics
11. Support vector machine and K-nearest neighbor
12. Decision tree and Random forest
13. Hierarchical Clustering
14. Association rule learning ( Apriori )
15. Natural Language Processing
16. Artificial Neural Network & Convolutional Neural Network
17. Model selection (K-fold cross validation, Grid search, Random Search Cv)
18. Principal Component Analysis
19. Machine learning model deployment
20. Projects
