Data science ,Analytics & AI Real world Project using Python

Master AI , Data Analytics , Machine Learning & Data Sceince by solving Real-Life Analytics Problems using Python !

4.80 (5 reviews)
Udemy
platform
English
language
Data Science
category
instructor
Data science ,Analytics & AI Real world Project using Python
1,156
students
7 hours
content
Nov 2022
last update
$59.99
regular price

What you will learn

Go from zero to hero in Entire Pipeline of AI/Data Science/Machine learning from Data Collection to building a Machine Learning Model

Various Feature Engineering Techniques & how to apply it in Real-World

How to Approach a problem in Real-world..

Solve any problem in your business, job or in real-time with powerful Data Sceince & Machine Learning algorithms

Case studies

Description


This is the first course that gives hands-on Data Science, Analytics & AI Real world Projects using Python..


This is a practical course, the course I wish I had when I first started learning Data Science.

It focuses on understanding all the basic theory and programming skills required as a Data Scientist, but the best part is that it has Practical Case Studies covering so many common business problems faced by Data Scientists in the real world.


This course will cover the following topics:-


  • All basic stuffs of Python

  • Loops and conditionals

  • Functions

  • Working with Text data using Regular expressions

  • Numpy ,seaborn, matplotlib ,plotly and pandas library

  • Some Other fancy libraries like- fuzzywuzzy

Along with python programming, this course will cover other data analytics concepts such as

  • Data Visualization

  • Data cleaning

  • Query Analysis

  • Data Exploration

  • Statistics and Probability concepts

  • Feature Engineering

  • Featurization

  • Natural Language Processing

  • Machine Learning

  • Model Hypertuning



"Data Scientist has become the top job in the US for the last 4 years running!" according to Harvard Business Review & Glassdoor.


This course seeks to fill all those gaps in knowledge that scare off beginners and simultaneously apply your knowledge of Data Science , Machine Learning  , Data analysis  ,, Natural Language Processing to real-world business problems.


Who this course is for:

  • Beginners of Data Science

  • Data Analysts / Business Analysts who wish to do more with their data

  • College graduates who lack real world experience

  • Software Developers or Engineers who'd like to start learning Data Science

  • Anyone looking to become more employable as a Data Scientist

  • Anyone with an interest in using Data to Solve Real World Problems

Content

Welcome to this course !

Utilize QnA Section , (Golden Opportunity )

EDA & Basic stats

Perform Basic Stats on Data..
Lets Understand more about data !
Checking for Duplicates questions in our data !
Finding occurrences of each question..
Lets perform Text Analysis..
Lets perform Semantic Analysis..

Basic Feature extraction + EDA

find frequency of questions-ID
Finding Length of questions
How to Find common words in 2 strings..
How to Find Total Words in 2 strings..
Lets Create some features using basic featurization..
Analysing distribution of data ( Basic EDA)
Finding Boxplot & Violinplot of data ( Basic EDA)

Data Pre-preocessing

How to Overcome with the contractions of data !
How to remove special characters from data
Lets Remove Extra White-spaces in data..

String matching

String Matching using fuzz ratio
String Matching using fuzz Partial ratio
String Matching using Token Sort ratio
String Matching using Token set ratio.
String Matching using Longest sub-string..

Advance Feature Engineering

Create some set of features like : [ first_word , last_word & length_diff ]
What are stopwords & how to remove it from data. ?
Finding common_word_count_min & common_word_count_max

Coupons

DateDiscountStatus
1/6/2022100% OFF
expired
1/7/2022100% OFF
expired
3/25/2022100% OFF
expired
3/30/2022100% OFF
expired
10/31/202382% OFF
expired

Charts

Price

Data science ,Analytics & AI Real world Project using Python - Price chart

Rating

Data science ,Analytics & AI Real world Project using Python - Ratings chart

Enrollment distribution

Data science ,Analytics & AI Real world Project using Python - Distribution chart
4360142
udemy ID
10/21/2021
course created date
1/3/2022
course indexed date
Bot
course submited by