Python Programming for AI & Real-World Software Development

Structured Programming, Selection and loops, Relational operators, Logical Operators, The and operator, The or operator, The not operator, Selection Constructs, Syntax and Rules, Finding whether a Number is Positive, Toggle case, Finding largest of 3 numbers with nested if-else, Ternary Operator

The while loop, Finding whether a given number is prime, Rules of the for loop, Variations in Range function, Finding largest and smallest numbers in list, break and continue, Generate multiplication tables, The Pass Statement

Function Types, User defined functions, General Form of Function, Calling Functions Multiple Times, if __name__=='__main__':, Calling More Functions in a Program, The void function, Finding distance between two points, Finding Square Root without Math function

Fruitful functions, Multiple return statements, Function calling another function, Run time Stack, Boolean function, Local and Global Scope of Variables, Positional Arguments, Default arguments, Variable Length Arguments, Keyword and Non-keyword arguments

Euclid GCD Recursive Algorithm and Program, Recursive Algorithm and Program for finding the factorial, Finding exponentiation of a number with recursion, Towers of Hanoi algorithm and Program

Popular Containers, List-examples, Properties and operations, Slicing to get substring, List Concatenation, Nesting of lists, Built-in Functions, Difference between Functions and Methods, Use of keyword in

Loops and List, Use of while, list comprehension, Creating Pythagorean triplets, looping with list comprehension, Aliasing List, Cloning lists, Arrays, Getting Python keywords online

Linear Search Algorithm and program, binary search algorithm and program, Finding Transpose of a Matrix, Circulate the Values of n Variables, Caution about Tabs

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Differences between lists and tuples, Built-in Functions, Creating tuple from other container types, additional operations on lists, Tuple as Return Value

Sets, major differences from the list, Set properties, Type set, The set Function, Built-in Functions, Methods of class set, Mathematical Operations, Set Comprehension

Dictionary example, Iterations over dictionaries - 4 Methods, Dictionary operations, Dictionary Methods, Dictionary comprehension, Nesting Dictionary

Data Integrity, Principles of Object-Oriented Programming - Encapsulation, Inheritance, Polymorphism- Class and significance of self, Objects of library classes

Access Control, Object Initializer, Destruction of object, Usage of init and del, The Id function and type function, Class variables and Instance variables

Magic Methods Supported and operator overloading, Overloaded minus operator, == operator, Documentation Strings

Reusability, Inheritance, Containership, Inheritance Types, Single Inheritance, Access Types

Multi-level Inheritance, Multiple Inheritance, The class object, The __str__method, Diamond Problem, Rule for Method overriding, isinstance method

Polymorphism, Abstract class,  Application Program Interface (API), Dynamic Binding, Hierarchical Inheritance, super(), Hybrid Inheritance

Iterators, Iterable, User-defined Iterators, Iterator protocol, Generators, reversing a string, Salient features of a generator function, Generator Expressions

Open file for writing, Checking existence of a given file, writing to a file, Reading from a File, The readline() method, The readlines() method, Implicit method for reading, How the read method worked

Text and Binary Files, File Mode parameters, 5 operations in file handling, The with for File Close, Counting Occurrence of each word in a Text File, Counting Occurrence of alphabets in a Text File

The seek method, Writing to a binary file and reading, Different Programs

Java Script Object Notation (JSON), Serialization and Deserialization, Serializing JSON, Deserializing JSON, writing and then reading a list using  JSON, writing and then reading a tuple using JSON, writing and then reading a dictionary using json, writing to a string and then reading from it, The Pickle Solution, advantages and disadvantages

Reading CSV files, Command Line Arguments, File copy from Source to Destination

Exception, Type of standard Exception classes, Custom exceptions, How to Handle Exceptions? Keywords for exception handling, syntax for exception handling, Reading File with exception handling, The finally Keyword, Use of finally, Exception handling in word count program

Catch all, Multiple except program, Use of else, ValueError, using raise for exception, Custom Exception, To know the cause of the Error

Lambda Functions, Parts of lambda functions,  Syntax and Examples, Function Expression, Examples of Lambda functions

Module sum.py, Module swap_case, Using interpreter for execution, Module tup_max.py, importing a math function, The main module, Importing multiple modules

Datetime module, Classes to manipulate Date and Time, date today,Date and Time now,  To find the day of the week of today in interpreter, strftime function, Finding Elapsed Time, • Perf_counter function, process_time function, perf_counter to find CPU time, Repeated with process_time function

Functional Programming, Filtering elements in containers, Filtering a set, map() function, reduce() function, Features of first class functions, Assigning functions to variables, Function passed as parameters to other functions, Define functions inside other functions - Inner Function

Decorator Function, Example program, Decorator Function with arguments, Case Study, Finding execution time with decorator, Built-in Decorators, Namespace, The hierarchy of namespaces in Python, Example Package, Understanding packages, Creating a package, New program in the old package

Data Structures, Stack example, Stack program, pop from the stack, Queue, simulate queue using deque, read from queue, Case Study - •Exception Handling in Queue,

Algorithm Analysis,  Big Oh notation, CASE STUDY - Bubble Sort, Time Complexity of Bubble Sort, CASE STUDY - Selection Sort, How it works? Time Complexity of Selection Sort, CASE STUDY -Insertion Sort, status of the list during Insertion sort at every pass, Time Complexity of Insertion Sort,  CASE STUDY - Merge Sort, Example Merge Sort, Time Complexity of Merge Sort, Reply of ChatGPT to my Inquiry

What is Data? Importance of Data, Why Data Collection & Analysis is Important? How Data is used? Data Visualization, Advantages of Data Visualization, Python Libraries for Data Visualization, File formats, Dataset, DataFrame, pandas, Installing pandas, Jupyter Notebook which is part of Anaconda Explorer

Pandas, Reading head() and Tail of csv file, Line Chart, Bar Chart, Bar Chart stacked horizontal, histogram, Box Plot, scatter plot

Three Data Visualization Libraries in Python 3- pandas, matplotlib, seaborn-Finding Tail and column headers, Installing Matplotlib, Scatter Plot using matplotlib, Scatter plot – R&D Spend and Profit, histogram using pandas using wines data, bar chart using pandas and matplotlib using wines data, Installing seaborn, Scatter plot using Seaborn, Countplot and barplot in Seaborn, barplot using seaborn