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  • Explain Data Science in detail
  • Explain Data Analytics in detail
  • Understand the Statistical Analysis and Business
  • Understand the Python Environment Setup and Essentials
  • Describe Mathematical Computing with Python
  • Describe Scientific Computing with Python
  • Work on Data Manipulation with Pandas
  • Understand the working of Natural Language Processing with Scikit Learn
  • Perform Data Visualization in Python using Matplotlib
  • Perform Web Scraping with BeautifulSoup
  • Understand the Python Integration with Hadoop MapReduce and Spark

About the Course:

The “Data Science” course is an intermediate-level course, curated exclusively for both beginners and professionals.

The course covers the basics as well as the advanced level concepts. The course contains content-based videos along with practical demonstrations, that perform and explains each step required to complete the task.

Learning Objectives:

By the end of the course, you will be able to learn about:

  • Data Science in detail

  • Sectors Using Data Science

  • Purpose and Components of Python

  • Data Analytics Process

  • Exploratory Data Analysis (EDA)

  • EDA-Quantitative Technique

  • EDA - Graphical Technique

  • Data Analytics Conclusion or Predictions

  • Data Analytics Communication

  • Data Types for Plotting

  • Data Types and Plotting

  • Introduction to Statistics

  • Statistical and Non-statistical Analysis

  • Major Categories of Statistics

  • Statistical Analysis Considerations

  • Population and Sample

  • Statistical Analysis Process

  • Data Distribution

  • Dispersion

  • Histogram

  • Testing

  • Correlation and Inferential Statistics

  • Anaconda

  • Installation of Anaconda Python Distribution

  • Data Types with Python

  • Basic Operators and Functions

  • Numpy

  • Creating and Printing an ndarray

  • Class and Attributes of ndarray

  • Basic Operations

  • Activity-Slice It

  • Copy and Views

  • Mathematical Functions of Numpy

  • Analyzing London Olympics Dataset

  • Introduction to SciPy

  • SciPy Sub Package - Integration and Optimization

  • SciPy sub package

  • Calculating Eigenvalues and Eigenvector

  • Identifying the SciPy Sub Package

  • Solving Linear Algebra problem using SciPy

  • Performing CDF and PDF using Scipy

  • Introduction to Pandas

  • Understanding DataFrame

  • View and Select Data

  • Missing Values

  • Data Operations

  • File Read and Write Support

  • Pandas SQLOperation

  • Analyzing NewYork city fire department Dataset

  • Introduction to Machine Learning Approach

  • How it Works?

  • Supervised Learning Model Considerations

  • Supervised Learning Models - Linear Regression

  • Supervised Learning Models - Logistic Regression

  • Introduction to Unsupervised Learning Models

  • Pipeline

  • Model Persistence and Evaluation

  • Building a model to predict Diabetes

  • Introduction to NLP

  • Applications of NLP

  • NLP Libraries-Scikit

  • Extraction Considerations

  • Scikit Learn-Model Training and Grid Search

  • Sentiment Analysis using NLP

  • Introduction to Data Visualization

  • Line Properties

  • (x,y) Plot and Subplots

  • Types of Plots

  • Drawing a pair plot using seaborn library

  • Web Scraping and Parsing

  • Understanding and Searching the Tree

  • Navigating options

  • Navigating a Tree

  • Modifying the Tree

  • Parsing and Printing the Document

  • Web Scraping of Any Website

  • Identifying the reasons why Big Data Solutions are Provided for Python.

  • Components of Hadoop Core

  • Python Integration with HDFS using Hadoop Streaming

  • Python Integration with Spark using PySpark

  • Using PySpark to Determine Word Count

 

...and much more!

If you're new to this technology, don't worry - the course covers the topics from the basics. If you've done some programming before, you should pick it up quickly.

If you’re a programmer looking to switch into an exciting new career track, this course will teach you the basic techniques used by real-world industry Data Scientist. These are topics any successful technologist absolutely needs to know about, so what are you waiting for? Enroll now!

  • No prerequisites are required, as the course covers the concepts from the scratch. However, basic knowledge of Python would help.
  • Beginner Python developers willing to learn Data Science
  • Candidates willing to make a career in Data Science
  • IT professionals willing to upskill their knowledge in Data Science
  • Freshers/ Beginners who starting their career in this field
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  • Section 1 : Overview of Data Science 18 Lectures 01:18:03

    • Lecture 1 :
    • Lecture 2 :
    • Overview of Data Analytics
    • Lecture 3 :
    • Demo: Overview of Data Analytics
    • Lecture 4 :
    • Statistical Analysis and Business
    • Lecture 5 :
    • Demo: Statistical Analysis and Business
    • Lecture 6 :
    • Python Environment Setup and Essentials
    • Lecture 7 :
    • Mathematical Computing with Python
    • Lecture 8 :
    • Demo: Mathematical Computing with Python
    • Lecture 9 :
    • Scientific Computing with Python
    • Lecture 10 :
    • Demo: Scientific Computing with Python
    • Lecture 11 :
    • Data Manipulation with Pandas
    • Lecture 12 :
    • Demo: Data Manipulation with Pandas
    • Lecture 13 :
    • Machine Learning with Scikit-Learn
    • Lecture 14 :
    • Natural Language Procssing with Scikit Learn
    • Lecture 15 :
    • Data Visualization in Python using Matplotlib
    • Lecture 16 :
    • Web Scraping With BeautifulSoup
    • Lecture 17 :
    • Python Integration With Hadoop MapReduce and Spark
    • Lecture 18 :
    • Resorces
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