Advanced Data Analytics (NLP)

Week 1

Introduction to the Python Programming

How to Use the Interactive Textbook

Values and Data Types

Operators and Operands

Data Types

Type Conversion Functions

Variables

Statements and Expressions

Hard-Coding

Week 2

Introduction to Objects and Turtle Graphics

Importing Modules

Introduction to Debugging

Syntax, Runtime, and Semantic Errors

Incremental Programming

Week 3

Introduction to Sequence Mutation

Concatenation and Repetition Programming

Logical Operators

Unary Selection, Nested Conditionals, and Chained Conditionals

The Accumulator Pattern with Conditionals and Accumulating a Maximum Value

Week 4

Introduction to Methods on Lists and Strings

Methods on Lists

Non-Mutating Methods on String

Week 5

Introduction to Accumulating Lists and Strings

The Accumulator Pattern with Lists

The Accumulator Pattern with Strings

Accumulator Pattern Strategies

Week 6

Introduction to Python Classes and Inheritance

Adding Parameters to the Constructor

Creating Instances from Data

Special (dunderscore) Methods

Sorting Lists of Instances

Class Variables and Instance Variables

Week 7

Inheriting Variables and Methods

Overriding Methods and Types

Invoking the Parent Class's Method

Week 8

Introduction toTest Cases

Side Effect Tests

Program Development with Test Cases

Testing Classes

Week 9

Exception Handling Flow-of-control

When to use Try/Except

Handling Different Exception Types

Week 10

Introduction to Python Frameworks

Working with Django

How Django Uses Classes and Inheritance

Working on Django project

Week 11

Introduction to Python Functions, Files, and Dictionaries

Handling files with Python in File System

Programming with CSV files

Week 12

Introduction to Dictionaries

Dictionary Operations

Dictionary Methods

Dictionary Accumulation

Week 13

Introduction to File Handling Functions

Positional Parameter Passing

Variable Scoping

Mutable Objects and Side Effects

Week 14

More Iteration and Advanced Functions

Week 15

Introduction to Nested Data

Nested Dictionaries

JSON Format and the JSON Module

Structuring Nested Data

Week 16

Introduction to  Map and Filter

Map Programming

Filter Programming

Week 17

Introduction to List Comprehensions

List Comprehensions Projects

The Hangman Blanked Function

Week 18

Introduction to REST APIs

How the Internet Works

REST API URL

The requests Module

Using REST APIs in Pythons Porjects

Caching Response Content

Week 19

Rest API Proeject

Week 20

Intro to Qwiklabs

Projects on Qwiklabs

Week 21

Introduction to TensorFlow

TensorFlow API Hierarchy

Graph and Session

Visualizing a graph

Week 22

Scaling TensorFlow models

Cloud AI Platform

Monitoring and Deploying Training Jobs

Scaling TensorFlow with Cloud AI Platform

Week 23

Tensor Flow Project

Week 24

FYP Project