Learning Predictive Analytics with Python

Install VSCode and Python from official sites, set environment variables, verify installation with Python in the terminal, and create a hello.py that prints hello world in VSCode.

Learn python variables and operators, including assignment and arithmetic, and print strings with new lines using backslash n and f-strings. Understand variable naming rules, comments, and indentation errors.

Explore bitwise, logical, and comparison operators in Python, learning binary representation, bitwise operations (and, or, xor, not, left shift, right shift), and how to apply comparison logic.

Learn Python data types, including int, float, complex, boolean, and str, and use the type function and type casting to convert values for data processing.

Learn how to define and call Python functions using def, pass numbers as parameters, and return values; explore arbitrary arguments with *args, keyword arguments with **kwargs, and lambda functions.

Learn tuples as ordered, immutable Python collections similar to lists, with indexing and counting. Convert to a list to update, then back to a tuple, and unpack with asterisk flexibility.

Explore Python string operations, including capitalize, lower, center, join, and format, to manipulate text. Apply methods like find, replace, translate, partition, split, isalpha, isdigit, zfill, and strip.

Explore how a while loop runs while a condition is true and stops when it becomes false. See how to index lists, print items, and use break to exit early.

Master Python for loops and list comprehension to iterate over iterables and dictionaries, using range, starting points, steps, and unpacking items, with loop-else and break behaviors.

Define an employee class in Python with attributes name, id, salary, and role; initialize via __init__, manage instance variables, and implement setter and getter to update and retrieve salary.

Examine inheritance, abstraction, and encapsulation in Python, including public, protected, and private variables, getters and setters, and name mangling. Apply super, overrides, and polymorphism in subclasses.

Explore Python decorators that extend a function's behavior without modification by wrapping it in a wrapper. See how to convert messages to uppercase before printing.

Learn how to build a reusable JSON file handler in Python, manage file paths with os.path, read and write text data, append content, and delete files safely.

Learn to implement a json file handler in Python to perform create, read, update, and delete operations for a book class, including serialization, storage path management, and duplicate checks.

Write and run the main.py script to drive a Python app, offering a CLI menu for CRUD operations on books and authors, with input validation and admin-style controls.

Build a Python random forest model to predict the winner between two pokemons using battle data, train with an 80/20 split, and evaluate with accuracy and F1 score.