- IIE JOB ASSURED PROGRAM
PYTHON WITH DS & ML
Course Description
Curriculum
Installation and Setting up path
Features
Python variables
Input & Output and Import
Why Learn Python
Who used Python
Using Pycharm & Scripting
Keywords & Identifiers
Operators, Indentations
Basic Data types: int, float, string, Boolean and Complex
Numbers and String
Tuple and List
Dictionary and Set
Arrays
String, String slices
Date
Math
Random and Statistics
PDF Data Extraction
CVS module
Introduction to Tuples
Working with Tuples
Tuple Operations
Function and MethodsIntroduction to Tuples
Working with Tuples
Tuple Operations
Function and Methods
Introduction to Lists
Working with lists
Lists Operations
Function and Methods
Introduction to Sets
Working with Sets
Sets Operations
Function and Methods
If…else
Elif
For, for else, while
Break and Continue
Pass
Looping Techniques
Types of Functions
Function Arguments
Recursion
Anonymous Function
Global, local and Nonlocal
Lambda Functions
Modules
Packages
Reading & Writing Files
Manipulating File Pointer
Type of Files
File Operations
Directories
File I/O Attributes, File Methods
Try, Except and Finally
Try else
Custom Exception
Error Vs. Exception
Real-time in OOPS
Access Specifiers
Class and Objects
Methods
Overloading and Overriding
Inheritance
Abstraction and Data Hiding
Properties &Self-keyword
OS module
Environment variables,
Paths, directories, and filenames.
Working with file systems, Dates and times
Starting a New Thread
Creating Thread Using Threading Module
Synchronizing Threads
Multithreaded Priority Queue
My SQL & Mongo Database Connection with Python
CRUD
Queries in MySQL
Working with XML
DOM and SAX introducing
Parsing JSON into Python
pattern matching and searching
Real time parsing of networking or system data using regex validation Concepts
Working with tkinter module
Grid Positions
Create Button
Radio Button & Combo Box
Check Box & Menu bar
sending email
sending html email using python
sending attachments as an email
introduction to Django
Django and python
MVC: Model View and Template
Web Scraping
Chabot & Language Translate
Find the Similarity ratio between text
Tagging Sentence to find key word
Google map integration
Bubble sort algorithm
QR code generator
Spell checker
Scraping Wikipedia
Anagram & Screenshot app,Python for networking
Getting input from user
Working with images & building a photo gallery
Numpy Introduction
Numpy Arrays
Data Types in Numpy
Array Indexing
Array Slicing
Array Shape
Array Reshape
Array Iteration
Array Join
Array Split
Array Search & Sorting
Array Filter
Introduction
Pandas Series
Pandas Data Frames
Pandas Read CSV & JSON
Pandas Analyzing Data
Data Cleaning
Introduction
Pyplot
Plotting
Markers
Line
Labels
Grid
Subplot
Scatter Plot
Bar Chart
Histogram
Pie Chart
Dataset Information
Description
Dataset Unique & Missing Values
Indexing, Plotting
Separators, Converters
Merge, Concat, Group by, Pivot
Introduction about Data Science
What is Data
Database Table
Max Function
Min Function
Mean Function
Linear Function
Plotting Linear Function
Slope and Intercept
Introduction in Statistics
Standard Deviation
Variance
Correlation Coefficient
Correlation Matrix
Statistics Correlation vs Causality
Descriptive statistics
Grouping of Data
Handling Missing Values in dataset
Analysis of Variance
Correlation
Introduction about Machine Learning
Data Set in ML
Data Types in ML
Median
Mode
Percentile
Big Data Distribution
Normal Data Distribution
Linear Regression
Decision Tree
Naïve Bayes
Random Forest
K-Nearest Neighbors
Support Vector Machine
Logistic Regression
Polynomial Regression
Multiple Regression
Scale
Grid Search
Decision Tree
Confusion Matrix
Categorical Data
Bootstrap Aggregation
Cross Validation
Natural Language Processing
Train or Test Method
Hierarchical Clustering
K-Means Method
AUC-ROC Curve
Maped Certification
PCEP-30-xx (30-02)
Certified Entry Level Python Programmer)
Pass Percentage : 70%
No.Of.Questions: 30
Duration: 45 Min
PCAP-31-xx (31-03)
Certified Associate Python Programmer)
Pass Percentage : 70%
No.Of.Questions: 40
Duration: 35 Min
PCPP-32-1xx (32-101)
(Certified Professional in Python Programmer1)
Pass Percentage : 75%
No.Of.Questions: 45
Duration: 65 Min
PCPP-32-2xx (32- 201)
(Certified Professional in Python Programmer2)
Pass Percentage : 70%
No.Of.Questions: 45
Duration: 65 Min
Exit Profile
Back-end Developer
Quality Assurance Engineer
Data Scientist
Data Analyst
Data Engineer
