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Real Time Python Projects

Category: Gate CSE

Real Time Python Projects

Category: Gate CSE

₹12,000.00 ₹15,000.00

Instructor

Chekuri Srikanth Varma

Apparel Recommendation System
Chapters : 9 Assignments : 0 Completed :

Apparel Recommendation: Introduction

1.1

Overview

6 mins

1.2

Problem Statement: Recommend similar apparel products in e-commerce using product descriptions and Images

12 mins

1.3

Plan of action

7 mins

1.4

Python Packages and tools

10 mins

Python libraries: NumPy and Pandas

2.1

Introduction to NumPy

41 mins

2.2

Getting started with pandas, Data Frames and Loading data

9 mins

Data Acquisition and understanding

3.1

Amazon product advertising API

4 mins

3.2

Data folders and paths

6 mins

3.3

Overview of the data and Terminology

12 mins

Data Cleaning & Text pre-processing

4.1

Missing data in various features

22 mins

4.2

Duplicate rows

9 mins

4.3

Remove duplicates : Part 1

12 mins

4.4

Remove duplicates: Part 2

15 mins

4.5

Tokenization and Stop-word removal

10 mins

4.6

Stemming

4 mins

Co-ordinate geometry and Linear algebra

5.1

2-D, 3-D, n-D data-point

8 mins

5.2

Geometric intuition of similarity: Euclidean distance

13 mins

5.3

Weighted euclidean distance

8 mins

Text based product similarity

6.1

Converting text to an n-D vector: bag of words

14 mins

6.2

Code for bag of words based product similarity

26 mins

6.3

TF-IDF: featurizing text based on word-importance

17 mins

6.4

Code for TF-IDF based product similarity

10 mins

6.5

Code for IDF based product similarity

9 mins

Semantics based product similarity

7.1

Word2Vec(featurizing text based on semantic similarity)

19 mins

7.2

Code for Average Word2Vec product similarity

15 mins

7.3

TF-IDF weighted Word2Vec

9 mins

7.4

Code for IDF weighted Word2Vec product similarity

6 mins

7.5

Weighted similarity using brand and color

9 mins

7.6

Code for weighted similarity

7 mins

7.7

Building a real world solution

5 mins

Deep learning based visual product similarity

8.1

ConvNets: How to featurize an image: edges, shapes, parts

11 mins

8.2

Using Keras + Tensorflow to extract features

8 mins

8.3

Visual similarity based product similarity

6 mins

8.4

Measuring goodness of our solution :A/B testing

7 mins

8.5

Exercise: Build a weighted Nearest neighbor model using Visual, Text, Brand and Color

6 mins

Advanced concepts [ Optional, but recommended]

9.1

NOTE

2 mins

9.2

High Level Design of the Solution

97 mins

9.3

Sentence Vectors and Docker Containerisation

110 mins

9.4

Indexing using ElasticSearch

85 mins

9.5

Deployment using Flask APIs, Docker and ElasticSearch

81 mins

Desktop Search Engine
Chapters : 3 Assignments : 0 Completed :

Desktop-Search-Engine: Designing a solution

10.1

What is Desktop Search?

4 mins

10.2

System Requirements

11 mins

10.3

Stages of Development

3 mins

10.4

System/High-Level Design: Files and Parsers

19 mins

10.5

System Design: What type of Search do we need?

16 mins

10.6

System-Design: Estimate Data store sizes

23 mins

10.7

Disk based Inverted Index

26 mins

10.8

Trie for prefix search

17 mins

10.9

System-Design: FileSystem EventHandler

7 mins

Desktop Search: Code and Implementation(optiional)

11.1

Download, Install and Execute the code

23 mins

11.2

TextExtractor

15 mins

Project Implementation

12.1

DesktopSearchEngine-Part-1

12 mins

12.2

DesktopSearchEngine-Part-2

7 mins

12.3

DesktopSearchEngine-Part-3

20 mins

12.4

DesktopSearchEngine-Part-4

5 mins

12.5

DesktopSearchEngine-Part-5

10 mins

12.6

DesktopSearchEngine-Part-6

5 mins

12.7

DesktopSearchEngine-Part-7

5 mins

Web Scrapping and Crawling with Python: Beautiful Soup, Requests
Chapters : 1 Assignments : 0 Completed :

Web Scrapping and Crawling with Python: Beautiful Soup, Requests

13.1

Amazon_Scraping_Part-1

16 mins

13.2

Amazon_Scraping_Part-2

25 mins

13.3

Amazon_Scraping_Part-3

25 mins

Course Features

Lectures

120

Duration

8 Months

Skill level

Easy

Language

English

Assessments

Chekuri Srikanth Varma

QUALIFICATION: Masters from IISC Bangalore PROFESSIONAL EXPIERENCE: 9+ years of Experience( Yahoo Labs, Matherix Labs Co-founder and Amazon)

Real Time Python Projects

Category: Gate CSE

₹12,000.00 ₹15,000.00

Instructor

Chekuri Srikanth Varma

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Real Time Python Projects

Real Time Python Projects

₹12,000.00 ₹15,000.00

Course Features

Real Time Python Projects

₹12,000.00 ₹15,000.00

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