Learning Predictive Analytics with Python

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Aditya S Kadam,adirani Digital Solutions Ltd

8:46:19

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1. Theoretical Introduction of Predictive Analytics

1. Introduction.mp4

05:45

2. Predictive Analytics in brief.mp4

07:25

3. Key terms of Predictive Analytics.mp4

07:34

4. Decision Tree Algorithm With Example.mp4

25:44

5. Random Forest Algorithm.mp4

06:28

2. Python Tutorial

1. Introduction.mp4

13:11

2. Installing Python and Visual Studio Code..mp4

07:16

3. Variables and Operators.mp4

26:17

4. Bitwise, Logical and Comparison Operators.mp4

24:46

5. Data Types.mp4

10:24

6. Functions, Lambda Functions, Arbitrary and Keyword Arguments.mp4

24:39

7. List.mp4

34:52

8. Tuple.mp4

08:07

9. Set.mp4

22:45

10. Dictionary.mp4

12:53

11. String Operations.mp4

35:25

12. if else loop.mp4

10:15

13. while loop.mp4

08:14

14. for loop and list comprehension.mp4

07:28

15. Object Oriented Programming (OOP) Introduction.mp4

00:39

16. OOP at glance.mp4

10:53

17. Class and Object.mp4

16:02

18. Inheritance, Abstraction, Encapsulation and Polymorphism.mp4

18:50

19. Decorators.mp4

06:27

20. Creating a command line app.mp4

03:22

21. Creating a Book class.mp4

07:34

22. File Hanling.mp4

16:21

23. Create Read Update Delete (CRUD) operations Book Class.mp4

32:31

24. Create Author, Reader and Person Class.mp4

29:39

25. Writing the main script to run our app.mp4

50:15

3. Creating a Predictive Analytics App using Python

1. App to predict winner between two given pokemons.mp4

34:18

Description

A perfect course for Python learners

What You'll Learn?

Predictive Analytics Theory and Practical Application
Python with Object Oriented Programming
Decision Tree and Random Forest Algorithm
Introduction to libraries like sklearn, pandas and numpy

Who is this for?

Beginner Python developers curios about Machine Learning and Data Analytics

Those who want to have good basic understanding of how ML is done with Python.

More details

Description
Hi all,

Predictive analytics is a branch of advanced analytics that uses statistical techniques, machine learning algorithms, and data mining to analyze historical data and make predictions about future events or trends. It helps organizations to identify patterns, understand trends, and anticipate outcomes, which can lead to better decision-making and more efficient operations. Predictive analytics is used in a variety of industries, including finance, healthcare, marketing, and manufacturing. By using predictive analytics, organizations can gain insights into customer behaviour, optimize marketing campaigns, detect fraud, and improve supply chain management, among other benefits.

In this course, we will be covering all the important basics of Predictive analytics and then we will start with all the important concepts about Python and Object Oriented Programming.

Python is a general-purpose language used in major areas like data science, machine learning and web development.
This course covers almost all the essential concepts of Python. As a beginner, it is essential to have a basic clear and thorough understanding of the concepts. This course focuses on these points and we have tried our best to deliver it in a way which will help you to get the basics right as well as concepts clear.
The key concepts covered in this course are:
1. Built-in data types like list, dictionary, tuple, set, string with their functionalities.
2. List comprehension, lambda function and decorators in Python
3. Object-oriented programming in Python
4. Creating an application using all the learned concepts
5. Predictive Analytics
6. A predictive model using Random Forest Algorithm to predict a winner between two given pokemon.

Does this course cover all the concepts of Data Science and Web development?
I will be honest with you, the course does not cover all the concepts of Web Development (although we have different courses for that we will discuss it some other day), however, it does cover about basics of Data Science and Machine Learning.
Who this course is for:
Beginner Python developers curios about Machine Learning and Data Analytics
Those who want to have good basic understanding of how ML is done with Python.

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Python

Aditya S Kadam

Instructor's Courses

I am Aditya, co-founder of 2 UK-based startups Garchi International Limited and Adirani digital solutions ltd. I have a computer science (my undergrad degree) background and a business (my master's degree and experience from running my own startups) background. To today date, I have 8+ years of web development experience, 12+ years of programming experience and 4+ years of startup experience. I have worked for several UK SMEs as a freelancer and I have also mentored several students in the UK, US, Australia and India for programming.I have my own YouTube channel as WebDevWithArtisan where I share useful and cool stuff on web development and programming.In the daytime, I work on my startups, in the evening time I code random problems or create videos for my YouTube channel; in the nighttime, I read articles on emerging tech and web dev. I like to keep myself updated as much as possible and I like to learn as much as possible.Apart from programming, I am a gamer and Assassins Creed Series is my favourite. I am an extrovert person and I like to travel a lot at weekends.Personally, I believe a lot in helping others to learn. My aim is to share as much knowledge and experience, as I could so that it might help many out there, to shape their learning curve and bring their idea into reality.

adirani Digital Solutions Ltd

Instructor's Courses

adirani DS is a software company based in the UK. We have been running digital skills development BootCamp and courses for languages like Python, PHP, JavaScript, TypeScript and things like web/mobile app development, API development, Cloud Computing, Serverless Computing, Data Science and much more. Even though we are new to Udemy but we have been running our boot camp and courses almost for 1 and a half years and we are proud that we have great success stories to share. We believe in quality rather than quantity and our skilled instructors have great expertise bringing in their valuable experience, insights and tips.

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