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Data Science with Python

Embark on an exciting journey into the world of Data Science with Python, empowering you to unlock valuable insights and drive innovation through powerful data analysis and machine learning techniques

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Topics for this course

35 Lessons 216 hours

Module 1 : Introduction

What is Data Science

Application of Statistics and Programming in Data Science

Importance of Data in Al, Data Science and Data Analytics

Module 2 : Statistics

Module 3 : Python

Module 4: DA with Python

Module 5 : Predictive Analysis

Module 6 : Machine Learning

Module 7 : Natural Language Processing(NLP)

₹40,000.00

Duration 216 hours
Lessons35
Skill levelIntermediate
CategoryData Science

Data Science with Python

Topics for this course

Module 1 : Introduction

What is Data Science

Application of Statistics and Programming in Data Science

Importance of Data in Al, Data Science and Data Analytics

Module 2 : Statistics

Introduction to Data Types

Basic Statistics

Probability

Inferential Statistics

Module 3 : Python

Python Introduction

Data Types and Data Structure Variables

Functions

Control Flow

Exception handling

Classes

Module 4: DA with Python

Useful Data Science libraries

Import Datasets and Modules

Numpy Arrays

Pandas

Data Visualization

Module 5 : Predictive Analysis

Introduction to PA & ML

Linear Regression

Logistic Regression

Cluster Analysis

Time Series for forecasting

Module 6 : Machine Learning

Decision Tree

Ensemble Methods in Tree Based Models

Support Vector Machines(SVM)

K-nearest Neighbor (KNN)

Module 7 : Natural Language Processing(NLP)

Natural Language Processing (NLP)

Extracting the data using NLP

Text Preprocessing for application

Text Indexing for Analysis

Feature Engineering for word cloud

Advanced NLP and ML for NLP

Implementing Industrial Applications

Natural Processing Language and Deep Learning for NLP

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