Media Summary: 0:2:10 Learning Agenda 0:3:45 Stemming using NLTK's PorterStemmer 0:15:36 Lemmatization using NLTK's ... 3:10 Learning Agenda 6:00 **Text Cleaning** 6:10 Removing digits and words containing digits 8:55 Removing newline ... 0:00 Introduction 1:16 Overview of Session 2:08 Learning Agenda 2:35 Reading

Lec 7 4 Feature Engineering Arif Butt Data Science - Detailed Analysis & Overview

0:2:10 Learning Agenda 0:3:45 Stemming using NLTK's PorterStemmer 0:15:36 Lemmatization using NLTK's ... 3:10 Learning Agenda 6:00 **Text Cleaning** 6:10 Removing digits and words containing digits 8:55 Removing newline ... 0:00 Introduction 1:16 Overview of Session 2:08 Learning Agenda 2:35 Reading 0:00 Introduction 1:24 Learning Agenda 2:58 Understanding Indices of a Dataframe 6:25 Understand the Dataset 9:25 Changing ... 0:00 Introduction 01:05 Learning Agenda 02:32 Python Lists 04:15 Python Arrays 05:50 NumPy Arrays 08:24 Memory ...

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Lec-7.4 Feature Engineering (Arif Butt @ Data Science)
Lec-7.3 Advance Text Pre-Processing  (Arif Butt @ Data Science)
Lec-6.18 Deploying Machine Learning Models Part-I (Arif Butt @ Data Science)
Lec-6.16 Building a Machine Learning Pipeline (Arif Butt @ Data Science)
Lec-6.17 VS Code and Python Virtual Environment (Arif Butt @ Data Science)
Lec-6.7 Data Preprocessing Handling Outliers  (Arif Butt @ Data Science)
Lec-7.2 Basic Text Pre-Processing  (Arif Butt @ Data Science)
Lec-3.08 NumPy-08  IO with NumPy Arrays (Arif Butt @ Data Science)
Lec 32 Data Types and Endianness (Arif Butt @ PUCIT)
Lec-3.13 Pandas-05 Indexing Subsetting and Slicing Dataframes (Arif Butt @ Data Science)
Lec-6.9 Data Preprocessing Encoding Categorical Data  (Arif Butt @ Data Science)
Lec-3.02 NumPy-02 Comparison between Python List and NumPy Arrays (Arif Butt @ Data Science)
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Lec-7.4 Feature Engineering (Arif Butt @ Data Science)

Lec-7.4 Feature Engineering (Arif Butt @ Data Science)

3:37 Learning Agenda 5:03 Overview of

Lec-7.3 Advance Text Pre-Processing  (Arif Butt @ Data Science)

Lec-7.3 Advance Text Pre-Processing (Arif Butt @ Data Science)

0:2:10 Learning Agenda 0:3:45 Stemming using NLTK's PorterStemmer 0:15:36 Lemmatization using NLTK's ...

Lec-6.18 Deploying Machine Learning Models Part-I (Arif Butt @ Data Science)

Lec-6.18 Deploying Machine Learning Models Part-I (Arif Butt @ Data Science)

email:

Lec-6.16 Building a Machine Learning Pipeline (Arif Butt @ Data Science)

Lec-6.16 Building a Machine Learning Pipeline (Arif Butt @ Data Science)

1:19 Learning Agenda 2:58 Recap of

Lec-6.17 VS Code and Python Virtual Environment (Arif Butt @ Data Science)

Lec-6.17 VS Code and Python Virtual Environment (Arif Butt @ Data Science)

email:

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Lec-6.7 Data Preprocessing Handling Outliers  (Arif Butt @ Data Science)

Lec-6.7 Data Preprocessing Handling Outliers (Arif Butt @ Data Science)

1:28 Learning Agenda 2:05 Overview of

Lec-7.2 Basic Text Pre-Processing  (Arif Butt @ Data Science)

Lec-7.2 Basic Text Pre-Processing (Arif Butt @ Data Science)

3:10 Learning Agenda 6:00 **Text Cleaning** 6:10 Removing digits and words containing digits 8:55 Removing newline ...

Lec-3.08 NumPy-08  IO with NumPy Arrays (Arif Butt @ Data Science)

Lec-3.08 NumPy-08 IO with NumPy Arrays (Arif Butt @ Data Science)

0:00 Introduction 1:16 Overview of Session 2:08 Learning Agenda 2:35 Reading

Lec 32 Data Types and Endianness (Arif Butt @ PUCIT)

Lec 32 Data Types and Endianness (Arif Butt @ PUCIT)

Usage of different

Lec-3.13 Pandas-05 Indexing Subsetting and Slicing Dataframes (Arif Butt @ Data Science)

Lec-3.13 Pandas-05 Indexing Subsetting and Slicing Dataframes (Arif Butt @ Data Science)

0:00 Introduction 1:24 Learning Agenda 2:58 Understanding Indices of a Dataframe 6:25 Understand the Dataset 9:25 Changing ...

Lec-6.9 Data Preprocessing Encoding Categorical Data  (Arif Butt @ Data Science)

Lec-6.9 Data Preprocessing Encoding Categorical Data (Arif Butt @ Data Science)

1:20 Learning Agenda 2:51

Lec-3.02 NumPy-02 Comparison between Python List and NumPy Arrays (Arif Butt @ Data Science)

Lec-3.02 NumPy-02 Comparison between Python List and NumPy Arrays (Arif Butt @ Data Science)

0:00 Introduction 01:05 Learning Agenda 02:32 Python Lists 04:15 Python Arrays 05:50 NumPy Arrays 08:24 Memory ...

Lec-6.11 Data Preprocessing Extracting and Combining Information  (Arif Butt @ Data Science)

Lec-6.11 Data Preprocessing Extracting and Combining Information (Arif Butt @ Data Science)

1:04 Learning Agenda 1:51