Certified Data Science with Python Professional

Professionals learning Data science with python are responsible for analyzing business sources for better performance and building AI tools that automate certain processes. They provide new ideas into the business by using their advanced statistical analysis and data visualization techniques for creating solutions. They have the ability to identify the data sources and also Undertake to preprocess of structured and unstructured data. Moreover, they have the skills and abilities to analyze large amounts of information for discovering the latest trends and patterns. Further, they also build predictive models and machine-learning algorithms as well as combine models through ensemble modeling. And, lastly, they also present information using data visualization techniques and create solutions and strategies for meeting business challenges.

Vskills Certified Data Science with Python Professional

Data science is in trend in computational and predictive statistical analysis. That is to say, it is used by various organizations for making data-driven decisions. However, Vskills Data Science with Python certification will help candidates to understand the theory of data science with the help of Python and many other integrated toolsets. They will learn about data science using more advanced techniques and operations. For individuals who want to expand their knowledge of Python while learning data science, then earning Vskills Data Science with Python Certification can help candidates differentiate in today’s competitive job market.

Vskills being India’s largest certification providers gives candidates access to top exams as well as provides after exam benefits. This includes:

The certifications will have a Government verification tag.
The Certification is valid for life.
Candidates will get lifelong e-learning access.
Access to free Practice Tests.
Candidates will get tagged as ‘Vskills Certified’ On Monsterindia.com and ‘Vskills Certified’ On Shine Shine.com.

Data Science Career Path (with Python)

Python is a key to the future of data science, according to recent headlines. Python for Data Science has become the tools and frameworks of choice for data scientists. Let us discover Data Science Career Path (with Python).

Course Outline

Certified Data Science with Python Professional covers the following topics –

Introduction to Data Science

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

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

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

Data Science ToolBox – 2

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

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

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

Introduction 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

Practice with Case Studies

Preparation Guide for Vskills Certified Data Science with Python Professional

Study resources are essential during the exam preparation time. Having all the resources will help candidates to start preparing for the exam in an accurate manner. Moreover, it will save a lot of time researching for the exam contents and topics. Further, this will provide an advantage to better understand the concepts. However, in the Certified Data Science with Python Professional exam preparation guide, we will discuss some of the most important resources to help you prepare well for the exam.

Certified Data Science with Python Professional study guide

Exam Objectives

The very first task for candidates should be to get all the content and topics related to the exam. As it provides a huge benefit to candidates during the preparation time. Doing this will help them to understand things more accurately. For the Certified Data Science with Python Professional topics include:

Introduction to Data Science
Python Essentials for Data Science
Data ScienceToolBox – 1
Data Science ToolBox – 2
Importing & Cleaning Data
Data Visualization with Statistical Thinking
Introduction to Machine Learning with Scikit-Learn

Vskills E-Learning

Vskills Certified Data Science with Python Professional helps candidates to prepare for the exam using the online learning material for a lifetime. The online material for this is regularly updated. The E-learning includes hard copy material for helping candidates in improving skills and staying up to date with the learning curve for getting better opportunities.

Books for Reference

Candidates should start taking help from reference books as it can provide an advantage for understanding things more accurately. However, for the Certified Data Science with Python Professional exam, there are various books available which you can find online or in libraries. Some of the books are as follows:

Python Data Science Handbook Book by Jake VanderPlas
Python for Data Science Book by Ethan Williams

Evaluate yourself with Practice Test

After completing the topics for the Certified Data Science with Python Professional exam, candidates should start assessing using practice tests. By doing so, they will be able to learn about their weak areas and can improve them on time. Moreover, it also gives an advantage to candidates to improve their answering skills to save time during the certification exam. So, get prepared and become certified.

Certified Data Science with Python Professional prac tests

Prepare for Data Science Job Interview

These job interview questions on Data Science with Python will help you to crack your interview whether you are a fresher or looking to upgrade your career. These interview questions are solely designed to serve the purpose to enrich you with knowledge.