Certified Data Science with Python Professional Vskills

Certified Data Science with Python Professional

Vskills

Price: USD 56

Duration: 1 To 2 Months
Timings: Part Time, Flexible

Course details

Data science has become a great trend in computational and predictive statistical analysis. It’s also used by various organizations to make data-driven decisions. With all the challenges faced, Python has become an indispensable tool for the data science analyst and an important tool for any data scientist.

Vskills Certification Course in Data Science with Python will provide a means of transcending the theory of data science with the help of Python and many other integrated toolsets.

Why should one take Data Science with Python Certification?
This Course is intended for Individuals wanting to understand a deeper level of data science using more advanced techniques and operations and individuals wanting to expand their knowledge of Python while learning data science; IT specialists aspiring to learn a new skill set; statisticians; computer scientists; and IT analysts etc.

Table of Contents

1. Introduction to Data Science

Introduction to data science
What is Big Data
Using Data Wisely
Application Examples
Data Science Process Flow

2. Python Essentials for Data Science

Installing python and text editor
Introduction to python
Python Objects
Exercise 1
Indexing & Slicing
Python lists, tuples & dictionaries
Mutable & Immutable Objects
User-defined Functions
Built-ins & Methods
Control Flow Tools
Modules, Libraries & Packages
Introduction to Jupyter Notebook
Essential Data Science Packages

3. Data ScienceToolBox - 1

Introduction to Numpy
Creating a Numpy Array
More Array Creation techniques
Exercise 1
Indexing, Slicing& Iterating with Numpy Arrays
Exercise 2
Introduction to Matplotlib
Plotting with the plot function
Histogram
Scatter Plot
Box Plot
Adding a Legend
Creating Subplots
Lambda Functions
List Comprehensions

4. Data Science ToolBox - 2

Introduction to Pandas
Pandas Series
Pandas DataFrames
Pandas DataFrames 2
Input-Output Tools
Start your first Case Study
Iterators
Generators

5. Importing & Cleaning Data

Importing Flat Files
Pickled Files
Importing from a URL
Using APIs & JSONs
Inspecting Data Types
Inspecting Outliers
Finding Correlation & Duplicates
Handling Missing Data
Regular Expressions

6. Data Visualization with Statistical Thinking

Introduction to Seaborn Package
SeabornDistplot
SeabornDistplot 2
SeabornJointplot
SeabornHexplot
SeabornPairplot
Seaborn Boxplot
SeabornViolinplot&Swarmplot
SeabornCountplot
Heatmap
Exercise – Studying the feature correlation
Feature Selection
Feature Scaling
Applying Feature Scaling & Feature Extraction
Feature Extraction using PCA

to Machine Learning with Scikit-Learn

Introduction to Machine Learning
Supervised & Unsupervised Machine Learning
Classification
Regression
Clustering
Scikit-Learn - Naïve Bayes Algorithm
Scikit-Learn - Decision trees
Scikit-Learn - Random Forest
Scikit-Learn - Linear Regression
Scikit-Learn - Logistic Regression
Scikit-Learn - Support Vector Machines
Scikit-Learn – kNN(K Nearest Neighbours)
Scikit-Learn – K Means

8. Practice with Case Studies
Updated on 01 February, 2019

Job roles this course is suitable for:

Data Science Programmer , Data Science Analyst , Python Developer , Senior Python Developer

About Vskills

Vskills is the largest certification body of India. We conducts skills testing and certification exam to improve employability. The certifications are quite popular and top companies hire Vskills certified professionals.

Companies have benefitted by hiring pre-certified candidates from Vskills and also use the certifications for their in house employee appraisals. Certification helps in distinguishing individuals to demonstrate their domain knowledge or skills needed for a specific profile. So a professional certification offers tangible benefits to both the individual and the employer.

Tests are conducted in a secure and unbiased manner, and certificates are awarded based on merit of the candidates who qualify tests.
Vskills certifications are for relevant qualifications that help students/employees quantify and prove those skills that are valued by the employer and are in great demand. See all Vskills courses

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