Data Science With Python Power Bootcamp

Course Name: Data Science With Python Power Bootcamp


Duration : 5 Days


Course Summary: The purpose of this course is to teach student how to make data analysis with Python. The course covers Python programming,

Rest API, Data Gathering, Data Preprocessing, Data Visualization and Data Analysis With Python Programming Language. Student will work with

the following data formats: txt, json, xlsx, csv, html, text, db(sql), png, jpg.


Course Index:


Part 1: PROGRAMMING LANGUAGE: PYTHON

Module 1: Language Overview

> Why Python is popular on many areas?

> Big Data and Database Management

> Data Science and Analysis

> Machine Learning (ML:

> Artificial Intelligence (AI:

> Network Programming and System Automation

Module 2: Standard Data Types

> The Python Standard Library

> Built-in Functions and Modules

> Basic Operators and Type Casting

> Numeric Data Types and Functions

> String Data Type and Functions

Module 3: Flow Control,

> if-else

> For loop

> While loop

> break and continue statements

Module 4: Functions

> Function Definition

> Scope Rules

> Recursion

> Random Module Functions

Module 5: Lists and Tuples

> Immutable vs Mutable Types

> List and Tuple Functions

> Comparison

> Conversion

> Multi-dimensional Lists and Tuples

Module 6: Dictionaries

> Key and Value Pairs

> Dictionary Functions

> Sorting and Converting

Module 7: External Libraries

> Important Libraries

> How to Install and Import

> Examples

Module 8:Basic File Operations

> Open a File with r/w/a/b Modes

> File Operations

> File and Directory Methods

Module 9:Exception Handling

> Exception Types

> Multiple Exceptions

> try and except block

> Finally expression


Part 2: REST API With Python

Module 1: List Comprehension 

Module 2: What is Model Driven Automation

Module 3: What is HTTP ?

Module 4: How HTTP works ?

Module 5: What is Rest API

Module 6: What are API Data Formats?

Module 7: List Comprehension

Module 8: Parsing Public Colorado Population API With Python 

Module 9: Parsing News API With Python 

Module 10: Parsing NASA API With Python 

Module 11: Parsing Capital Cities JSON With Python 

Module 12: Parsing Star War JSON With Python 


Part 3: DATA SCIENCE WITH PYTHON

Module 1: What is Data Science ?

Module 2: What is Artificial Intelligence ?

Module 3: The Relation Between Artificial Intelligence, Data Science, Machine Learning and Deep Learnig

Module 4: What Data Scientist Do ?

Module 5: Creating Data Frames From API, HTML, Python Data Types, Excel, Clipboard, JSON With Pandas 

Module 6: Managing, Renaming & Replacing Data Frames With Pandas.

Module 7: Create & Manage Excel With Openpyxl With Pandas 

Module 8: Making Multiple Querries-Locate With Pandas

Module 9: Pandas DataFrame: Append, Concat, Transpose, Merge, Cut  

Module 10: Pandas Nunique & Value Counts

Module 11: HTML Parsing With Pandas, Requests Beautiful Soup 

Module 12: Lambda

Module 13: Numpy

Module 14: Mean, Variance, Sigma, Median, Mod

Module 15: Matplotlib 1 Data Visualization 

Module 16: Matplotlib 2 Subplots 

Module 17: Matplotlib 3 Subplots Pie 

Module 18: Matplotlib 5 With Pandas Data Reader 

Module 19: Matplotlib 7 Customize Time Series (rotation, indent, time format)

Module 20: Matplotlib & Probability 

Module 21: Matplotlib Annotate & Arrowprops 

Module 22: Advanced 3D Visualization With Matplotlib

Module 23: Data Visualization With PyGoogleChart

Module 24: Data Visualization With Plotly

Module 25: Seaborn Lineplot, Scatterplot, Heatmap, Pairplot, Barplot, Catplot 

Module 26: Heart Attack Data Analysis Project

Module 27: Parsing Big Data With ijson

Module 28: File & Index Management With Python 

Module 29: Parsing Star Wars Episode 3 Scenario 

Module 30: Regular Expressions Parsing Words.txt file 

Module 31: Regular Expressions Kill Bill Phrase With regex101 

Module 32: Regular Expressions Parsing Emails 

Module 33: SQlite3 Introduction To SQlite3 Database Company 

Module 34: SQLite3 Harvard Movies Project 


X

Giriş Yap

Şifremi Unuttum

Şifremi Unuttum

Geri