Python Real World Data Science Mega Project: Car Buyer App

Practise Exclusive Data Science Skills in a Most Practical End to End Project engaging Scrapy and Pandas, from scratch!!

4.35 (20 reviews)
Udemy
platform
English
language
Data Science
category
instructor
270
students
7.5 hours
content
Dec 2020
last update
$174.99
regular price

What you will learn

Learn how to apply Data Science for real world problem solving, a MUST_KNOW for all developers

Create the backend of a universal Car-Advisor Application, that recommends best deals in car ads

Go through an entire development process of a Data Science Mega Project, from problem definition to final product

Merge Web Scraping+Data Analysis using SCRAPY+PANDAS super-combo to solve a real-world problem

Description

Allow me to be forthright on this: We all are inclined to pick that long and broad course.  I call them 'little by little, everything to the middle' courses. Those courses are indeed good and have their place in the portfolio. However, in our limited time they do not get finished and sometimes they are too broad to guide you to create something real and useful. And that is a fact backed by statistics of almost any online learning platform.

Here is my recomendation for you today: Why not to learn once for yourself, and not for a future hope or prospect? Why not to let data science do something for you right away, right now? Stop a moment please and do think about this!

Welcome to 'Python Real World Data Science Mega Project: Car Buyer App'

This course is, where your data science knowledge will evolve into a practical programming skill that creates solutions for real-world. You will create an application, that will recommend your next car, saving you time and effort while contributing to your personal finances. That is the most practical result you can get from a course.

This will be achieved utilizing a comprehensive approach, so we will go through each and every step of problem solving in data science. From exploring the real world to definition of the problem that will ultimately end up in a strategy to solve it. We will carefully craft the implementation with many real life scenarios and examples and when we come up with a solution, we still will not stop.

We will look for ways to exploit our results for other useful products. In the meantime, we will continue to revise our strategy and implementation to perfect our results.

Throughout the course you will experience, how 'being able to extract the data you want from web, analyzing it the way you want, and the synergy you can create by these two steps' is an invaluable capability for a data scientist. We will use SCRAPY (framework) to extract data from popular car sites around the world and develop our data science application mainly using PANDAS (library).

This course is within the framework of a series to master web-scraping and Scrapy from basic skills to advanced concepts, from deep insights on the tools to the most practical real-life data science example utilizing web scraping on this platform, a depth and perspective unique to this course series that collectively have gathered more than 10000 students in months.

Let me tell you forthright: The approach depicted, implemented and taught here is unique to this course. In other words, you can not compare this course with others, because the focus, the implementation and the end results will be different. 

Here, you will learn while you create a high-value backend application that you can practically use and benefit.  So it is not only about learning how a tool works but also how it is applied in data science context in real-life.

Finally, a good course is the one that will make you capable and motivated to go further in that field, it will increase your self-confidence to tackle the real-world issues. This uniquely structured and implemented project-based-course exactly aims and does that. 

Join and create a complete end to end data science project, and all of this with no risk, thanks to Udemy's guarantee policy.

Be sure to watch the course video on this very landing page.

See you in the lectures!


Very Respectfully,

Tarkan Aguner

Content

Introduction

Let's Start it Up
Intro-01: Points to Ponder
Intro-02: Notes for your Consideration
Intro-03: Roadmap

___000 THE STRATEGY

0-01: Exploration of the Real-World
0-02: The Plan
0-03: Wrap it Up

___001 SCRAPE THE FIRST WEBSITE

1-01: Start up the Spider
1-02: Exploring the Website
1-03: Spider First Attempts
1-04: Spider Successful Run
1-05: Spider Response Validation
1-06: Spider Parse Function I
1-07: Spider Parse Function II
1-08: Spider Parse Function III
1-09: Spider Parse Function IV
1-10: Spider flip_pages Function I
1-11: Spider flip_pages Function II
1-12: Spider flip_pages Function III
1-13: Wrap it Up
1-14: Assignments 1-2
1-15: Solutions 1-2
1-16: Discussion on ROBOTSTXT_OBEY

___002 SCRAPE THE SECOND WEBSITE

2-01: First Thoughts
2-02: Solving the Problem
2-03: Spider StartUp
2-04: Locating Data
2-05: Parse Function I
2-06: Parse Function II
2-07: start_requests Function
2-08: flip_pages Function I
2-09: flip_pages Function II
2-10: Error Analysis

___003 SCRAPE THE THIRD WEBSITE

3-01: Site Investigation I
3-02: Site Investigation II
3-03: Spider Fired
3-04: Parse Function
3-05: flip_pages Function
3-06: FormRequest Spider Example
3-07: Assignments
3-08: Solutions 1-2
3-09: Solution 3
3-10: RECAP

___004 FINDING MY DREAM CAR

4-01: Where are We?
4-02: Installation of the Dataset
4-03: Creation of the Carpools I
4-04: Creation of the Carpools II
4-05: Application of the Methodology (and the Results!)
4-06: RECAP

___005 THE ADD-ONs

5-01: Refinements of the Methodology
5-02: How to run this??

Screenshots

Python Real World Data Science Mega Project: Car Buyer App - Screenshot_01Python Real World Data Science Mega Project: Car Buyer App - Screenshot_02Python Real World Data Science Mega Project: Car Buyer App - Screenshot_03Python Real World Data Science Mega Project: Car Buyer App - Screenshot_04

Reviews

José
October 26, 2020
Sim, muito claro e preciso, quero testar a metodologia, acho que se aplica a qualquer tipo de projeto.
Samaresh
October 16, 2020
A very unique course to start working. Much awaited and out-of-box course for everyone who wants improve the knowledge on Real world data science project The strategy and roadmap of the course are the key point to get success and complete this course
Samuel
April 16, 2020
The course is very progressive. The explanation are clear. The content is good. The teacher is very good.
Fabio
December 1, 2019
Tarkan is an amazing teacher. His way of teaching is simple and its always step by step. Hats off! Thank you very much for your well-organized course, with clear Concepts, Explanations, Useful and Real World Project! This course is helping me to explore things on my own. Thanks again. Cheers, mate!

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2567246
udemy ID
9/19/2019
course created date
10/29/2019
course indexed date
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