DATA SCIENCE USING PYTHON TRAINING IN Jaipur | DATA SCIENCE WITH PYTHON

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Groot Academy offers Data Analytics using Python training classes with live projects by expert trainers in Jaipur.

Our Data Analytics using Python training program in Jaipur is specially designed for Undergraduates (UG), Graduates, working professionals, and also for Freelancers. We provide end-to-end learning on Data Analytics using Python Domain with deeper dives for creating a winning career for every profile. If you are looking for a high-quality analytics training program that will give you the skills you need to succeed in the real world, thenGroot-Academy The IT Training School is the perfect place. ContactGroot-Academy at 08233266276 for more about their excellent job-oriented analytics training program.

DATA SCIENCE & ML USING PYTHON TRAINING IN JAIPUR

Are you Looking for the Best Institute for Data Science ML using Python training in jaipur? groot offers Data Science ML using Python training classes with live projects by expert trainers in jaipur. Our Data science machine learning with Python training program in jaipur is specially designed for Under-Graduates (UG), Graduates, working professionals, and also for Freelancers. We provide end-to-end learning on Machine learning with Python Domain with deeper dives for creating a winning career for every profile.

This course is designed for both complete beginners with no programming experience or experienced developers looking to make the jump to Data Science! Python is a general-purpose interpreted, interactive, object-oriented, and high-level programming language. Currently, Python is the most popular Language in IT. Python adopted as a language of choice for almost all the domains in IT including Web Development, Cloud Computing (AWS, OpenStack, VMware, Google Cloud, etc.. ), Infrastructure Automations, Software Testing, Mobile Testing, Big Data, and Hadoop, Data Science, etc. This course sets you on a journey in python by playing with data, creating your own application, and also testing the same.

Important: Introduction To Python
  • Why Python
  • Application areas of python
  • Python implementations
  • Cpython
  • Jython
  • Ironpython
  • Pypy
  • Pythonversions
  • Installingpython
  • Python interpreter architecture
  • Python byte code compiler
  • Python virtual machine(pvm)

Writing and Executing First Python Program

  • Using interactive mode
  • Using script mode
  • General text editor and commandwindow
  • Idle editor and idleshell
  • Understanding print() function
  • How to compile python programexplicitly

Python Language Fundamentals

  • Character set
  • Keywords
  • Comments
  • Variables
  • Literals
  • Operators
  • Reading input fromconsole
  • Parsing string to int, float
Python Conditional Statements
  • If statement
  • If else statement
  • If elif statement
  • If elif else statement
  • Nested if statement

Looping Statements

  • While loop
  • For loop
  • Nested loops
  • Pass, break and continuekeywords

Standard Data Typesstrong>

  • Int, float, complex, bool,nonetype
  • Str, list, tuple,range
  • Dict, set, frozenset

String Handling

  • What is string
  • String representations
  • Unicode string
  • String functions, methods
  • String indexing andslicing
  • String formatting

Python List

  • Creating and accessinglists
  • Indexing and slicinglists
  • List methods
  • Nested lists
  • List comprehension

Python Tuple

  • Creating tuple
  • Accessing tuple
  • Immutability of tuple

Python Set

  • How to create a set
  • Iteration over sets
  • Python set methods
  • Python frozenset

Python Dictionary

  • Creating a dictionary
  • Dictionary methods
  • Accessing values fromdictionary
  • Updating dictionary
  • Iterating dictionary
  • Dictionary comprehension

Python Functions

  • Defining a function
  • Calling a function
  • Types offunctions
  • Function arguments
  • Positional arguments, keywordarguments
  • Default arguments, non-defaultarguments
  • Arbitrary arguments, keyword arbitraryarguments
  • Function return statement
  • Nested function
  • Function as argument
  • Function as return statement
  • Decorator function
  • Closure
  • Map(), filter(), reduce(), any()functions
  • Anonymous or lambdafunction

Modules & Packages

  • Why modules
  • Script v/smodule
  • Importingmodule
  • Standard v/s third partymodules
  • Why packages
  • Understanding pip utility

File I/O

  • Introduction to filehandling
  • File modes
  • Functions and methods related to filehandling
  • Understanding with block

Object Oriented Programming

  • Procedural v/s object orientedprogramming
  • OOP principles
  • Defining a class &objectcreation
  • Object attributes
  • Inheritance
  • Encapsulation
  • Polymorphism

Exception Handling

  • Difference between syntax errors andexceptions
  • Keywords used in exceptionhandling
  • try, except, finally, raise,assert
  • Types of exceptblocks

Regular Expressions(Regex)

  • Need of regularexpressions
  • Re module
  • Functions /methods related toregex
  • Meta characters &specialsequences

GUI Programming

  • Introduction to tkinterprogramming
  • Tkinter widgets
  • Tk, label, Entry, Textbox,Button
  • Frame, messagebox, filedialogetc
  • Layout managers
  • Event handling
  • Displaying image

Multi-Threading Programming

  • Multi-processing v/s Multi-threading
  • Need of threads
  • Creating child threads
  • Functions /methods related tothreads
  • Thread synchronization andlocking

Introduction to Database

  • Database Concepts
  • What is DatabasePackage?
  • Understanding DataStorage
  • Relational Database (RDBMS)Concept

SQL (Structured Query Language)

  • SQLbasics
  • DML, DDL & DQL
  • DDL: create, alter, drop
  • SQLconstraints:
  • Not null, unique,
  • Primary & foreign key, compositekey
  • Check, default
  • DML: insert, update, delete andmerge
  • DQL : select
  • Select distinct
  • SQLwhere
  • SQLoperators
  • SQLlike
  • SQL orderby
  • SQLaliases
  • SQLviews
  • SQLjoins
  • Inner join
  • Left (outer) join
  • Right (outer) join
  • Full (outer) join
  • Mysql functions
  • Stringfunctions
  • Char_length
  • Concat
  • Lower
  • Reverse
  • Upper
  • Numericfunctions
  • Max, min, sum
  • Avg, count,abs
  • Date functions
  • Curdate
  • Curtime
  • Now

Statistics, Probability &Analytics:

Introduction to Statistics

  • Sample or population
  • Measures of central tendency
  • Arithmetic mean
  • Harmonic mean
  • Geometric mean
  • Mode
  • Quartile
  • First quartile
  • Second quartile(median)
  • Third quartile
  • Standard deviation
Probability Distributions
  • Introduction to probability
  • Conditional probability
  • Normal distribution
  • Uniform distribution
  • Exponential distribution
  • Right & left skeweddistribution
  • Random distribution
  • Centrallimittheorem

HypothesisTesting

  • Normality test
  • Mean test
  • T-test
  • Z-test
  • ANOVA test
  • Chi square test
  • Correlation and covariance

Numpy Package

  • Difference between list and numpyarray
  • Vector and matrixoperations
  • Array indexing andslicing

Panda Package

Introduction to pandas

  • Labeled and structureddata
  • Series and dataframe objects

How to load datasets

  • From excel
  • From csv
  • From html table

Accessing data from Data Frame

  • at &iat
  • loc&iloc
  • head() & tail()

Exploratory Data Analysis (EDA)

  • describe()
  • groupby()
  • crosstab()
  • boolean slicing /query()

Data Manipulation & Cleaning

  • Map(), apply()
  • Combining data frames
  • Adding/removing rows &columns
  • Sorting data
  • Handling missing values
  • Handling duplicacy
  • Handling data error

Handling Date and Time

Data Visualization using matplotlib and seaborn packages

  • Scatter plot, lineplot, barplot
  • Histogram, pie chart,
  • Jointplot, pairplot, heatmap
  • Outlier detection usingboxplot

Machine Learning:

Introduction To Machine Learning

  • Traditional v/s Machine LearningProgramming
  • Real life examples based onML
  • Steps of MLProgramming
  • Data Preprocessing revised
  • Terminology related toML

Supervised Learning

  • Classification
  • Regression

Unsupervised Learning

  • Clustering

KNN Classification

  • Math behind KNN
  • KNN implementation
  • Understanding hyperparameters

Performance metrics

  • Math behind KNN
  • KNN implementation
  • Understanding hyperparameters

Regression

  • Math behind regression
  • Simple linear regression
  • Multiple linear regression
  • Polynomial regression
  • Boston price prediction
  • Cost or loss functions
  • Mean absolute error
  • Mean squared error
  • Root mean squarederror
  • Least square error
  • Regularization

Logistic Regression for classification

  • Theory of logistic regression
  • Binary and multiclassclassification
  • Implementing titanic dataset
  • Implementing iris dataset
  • Sigmoid and softmaxfunctions

Support Vector Machines

  • Theory of SVM
  • SVM Implementation
  • kernel, gamma, alpha

Decision Tree Classification

  • Theory of decision tree
  • Node splitting
  • Implementation with iris dataset
  • Visualizingtree

Ensemble Learning

  • Random forest
  • Bagging and boosting
  • Voting classifier

Model Selection Techniques

  • Cross validation
  • Grid and random search for hyper parametertuning

Recommendation System

  • Content based technique
  • Collaborative filteringtechnique
  • Evaluating similarity based oncorrelation
  • Classification-based recommendations

Clustering

  • K-means clustering
  • Hierarchical clustering
  • Elbow technique
  • Silhouette coefficient
  • Dendogram

Text Analysis

  • Install nltk
  • Tokenize words
  • Tokenizing sentences
  • Stop words customization
  • Stemming and lemmatization
  • Feature extraction
  • Sentiment analysis
  • Count vectorizer
  • Tfidfvectorizer
  • Naive bayes algorithms

Dimensionality Reduction

  • Principal componentanalysis(pca)

Open CV

  • Reading images
  • Understanding gray scaleimage
  • Resizing image
  • Understanding haar classifiers
  • Face, eyes classification
  • How to use webcam in opencv
  • Building image dataset
  • Capturing video
  • Face classification invideo
  • Creating model for genderprediction

Tableau

Tableau - Home

  • Tableau -overview
  • Tableau - environmentsetup
  • Tableau - getstarted
  • Tableau -navigation
  • Tableau - designflow
  • Tableau - filetypes
  • Tableau - datatypes
  • Tableau - showme
  • Tableau - dataterminology

Tableau - Data Sources

  • Tableau - custom dataview
  • Tableau - datasources
  • Tableau - extractingdata
  • Tableau - fieldsoperations
  • Tableau - editingmetadata
  • Tableau - datajoining
  • Tableau - datablending

Tableau – Work Sheet

  • Tableau - addworksheets
  • Tableau - renameworksheet
  • Tableau - save &deleteworksheet
  • Tableau - reorderworksheet
  • Tableau - pagedworkbook

Tableau – Calculation

  • Tableau -operators
  • Tableau -functions
  • Tableau - numericcalculations
  • Tableau - stringcalculations
  • Tableau - datecalculations
  • Tableau - tablecalculations
  • Tableau - lodexpressions

Tableau – Sorting & Filter

  • Tableau - basicsorting
  • Tableau - basicfilters
  • Tableau - quickfilters
  • Tableau - contextfilters
  • Tableau - conditionfilters
  • Tableau - topfilters
  • Tableau - filteroperations

Tableau - Charts

  • Tableau - barchart
  • Tableau - linechart
  • Tableau - piechart
  • Tableau -crosstab
  • Tableau - scatterplot
  • Tableau - bubblechart
  • Tableau - bulletgraph
  • Tableau - boxplot
  • Tableau - treemap
  • Tableau - bumpchart
  • Tableau - ganttchart
  • Tableau -histogram
  • Tableau - motioncharts
  • Tableau - waterfallcharts
  • Tableau –dashboard
Projects
  • One project using python &sql
  • One project using python &ml
  • One dashboard usingtableau 

Why To Enrol In Our Mern Stack Training Course in Jaipur?

We Focus on Innovative ideas, High-quality Training, Smart Classes, 100% job assistance, and Opening the doors of opportunities. Our Mern Stack Trainees are working across the nation. We at Groot Academy India, No#1 Mern Course in Jaipur with 100% Placement. Certified Trainers with Over 10,000 Students Trained in Online Mern Stack Course in Jaipur.

ENROOL NEW
Key Takeaways: Mern stack developers can efficiently build web and mobile applications using standard processes and abilities. It implements design thinking with enhanced expertise in various technologies. In the coming years, MERN Stack is highly likely to be used extensively since more and more applications are now built-in in JavaScript.

Reasons To Choose Groot Academy For Mern Stack Developer

  • Groot Academy is the best institute for learning MERN stack courses with quality eGroot Academyion.
  • Professional experts which offer proper training in theoretical and practical. according to industry-relevant training.
  • Students get the option to choose online and offline classes according to their preferences.
  • Institutes offer students the best placement at top companies with good salary packages.
  • Institute has a proper placement cell which helps the students to build a resume and give the latest updates about the job opening.
  • We make professionals and offer industry-relevant knowledge and become successful in the field.
  • Students get an internship where they get proper practical training.
  • We have a professional counseling expert who will give proper detailing of the course.

Frequently Asked MERN Course Interview Questions

1: What are the advantages of ReactJS?

Ans: The advantages of ReactJS are: Increases the application’s performance with Virtual DOM JSX makes code easy to read and write It renders both on the client and server-side Easy to integrate with other frameworks (Angular, BackboneJS) since it is only a view library Easy to write UI Test cases and integration with tools such as JEST.

2: What do you understand about Virtual DOM?

Ans: A virtual DOM is a lightweight JavaScript object which originally is just a copy of the real DOM. It is a node tree that lists the elements, their attributes, and content as objects and their properties. React render function creates a node tree out of the React components. It then updates this tree in response to the mutations in the data model which are caused by various actions done by the user or by the system.

3: What is the purpose of MongoDB?

Ans: MongoDB is a document-oriented database manager designed for storing high volumes of data. It saves data in binary JSON format and implements the concept of collection and documentation. MongoDB is a cross-platform, NoSQL database equipped with high performance, high scalability, and flexibility that allow for seamless querying and indexing.

4: What is the purpose of ExpressJS?

Ans: ExpressJS is a web application framework designed to support and host Node.js projects. It is an open-source framework available under the MIT license. ExpressJS manages the workflow between the front end and the database and facilitates a smooth and secure transfer of data. It boasts excellent error handling and web design functionality to optimise the web development process.

5: What do you know about Asynchronous API?

Ans: Asynchronous API or non-blocking, all fall under the library of Node.js. Node.js servers never have to wait for API to return data. After accessing the API the server moves to the next one. The notification process of Node.js assists the server in receiving responses from previous API calls.

6: Explain the concept of a thread pool?

Ans: The libuv library handles thread pool. Libuv is a C library which is multi-platform in nature & it provides support to asynchronous I/O-based operations for eg. networking, concurrency & file systems.

7: State the term I/O

Ans: I/O (Input/Output) refers to the program’s interaction with systems networks & disks. Some of the eg. is reading or writing data from or to a disk making HTTP requests and communicating to databases. It is stacked to the machine memory to run the program after the application begins.

8: What do you know about Dependency Injection?

Ans: Dependency injection is utilised for separating the client creation dependencies from behaviour, which lets you design a slackly coupled program. It also allows the modification of the behaviour of applications by using the components.

9: What is CallBack Hell?

Ans: A CallBack Hell is a condition, It occurs when many asynchronous functions are chained together. The asynchronous function expects a callback, as it is a return parameter.

10: What is Mongoose?

Ans: Mongoose is also called an object document mapper. It is used to provide a schema-based solution for modeling application data. Validation, Typecasting, query construction, business logic hooks, and others, are also functionalities of Mongoose.

cross content

JAVASCRIPT (ES-5 and ES-6)

  • Basic JavaScript
  • DOM and BOM
  • Intervals and Objects
  • Prototype ,Hoisting and Closure
  • Let , Const , Arrow , Class and Inheritance
  • Map, Filter , Reduce , Template Literals
  • forEach, for-in, for-of loop.

Typescript

  • Why Typescript
  • Basic Types
  • Class and Interfaces
  • Modules

REACT JS

  • What is React JS?
  • What is SPA?
  • DOM vs Virtual DOM
  • Advantages and Disadvantages
  • Key Features

ENVIRONMENTAL SETUP

  • Node | NPM
  • Installation of CLI
  • Setup Project
  • Directory Structure
  • Code Editors
  • How React JS Application Boot

BASIC FEATURES OF REACT JS

  • React Concepts
  • JSX and TSX
  • Render Elements
  • Function and Class Components
  • Props and State
  • Handling Events
  • Dynamic Data Rendering
  • Property Binding

KEY FEATURES OF REACT JS

  • Conditional Rendering
  • List and Keys
  • Forms Handling
  • Forms Validations

COMPONENT LIFECYCLE HOOK

  • Understanding component lifecycle
  • All Lifecycle Hooks

EVENT HANDLING REACT

  • Understanding React Event System
  • Passing arguments to event Handlers

NETWORK CALL

  • Fetch
  • Axios

CUSTOM SERVICES

  • Services
  • Building a Service

LOCAL DATA STORAGE

  • Local Storage
  • Session Storage
  • Cookies

ROUTING WITH REACT ROUTER

  • Setting up React Router
  • Configuring route with Route Component
  • Making routes dynamic with Route Params
  • Working with nested routes
  • Link and NavLink
  • Redirect Routes

UI COMPONENTS

  • Angular Material
  • PrimeNG

INTRODUCTION TO REDUX

  • Why Redux
  • Install and setup
  • Store ,Reducer , actions
  • Dispatcher
  • High order Components
  • mapStateToProps and mapDispatchToProps usage

ADVANCE REDUX

  • Async Actions
  • Middleware
  • Redux Thunk and Redux Saga

React Hooks

  • Why We Need Hooks.
  • Different Types Of Hooks
  • Using State And Effect Hooks
  • Usereducer , Useref Etc
  • Custom Hooks
  • Rules Of Hooks

Third Party Modules

  • Social Login
  • Pagination
  • Search
  • Filter
  • JWT Token
  • File Upload
  • Many More

Rest Js Testing

  • Jest with Enzyme

Develop a CRUD Application in React Js React JS Application Deployment

  • Build Application and Deployment

Node Js

Introduction to Node.js

  • What is node.js
  • A word on event loop
  • Event driven architecture
  • Blocking vs non-blocking code
  • Node Process Model
  • Setup node.js
  • Node REPL
  • Debugging node.js app

Modules in JS

  • Understanding exports and require
  • Creating modules
  • Importing modules
  • Quick tour on NPM
  • Installing 3rd party modules

Events & streams

  • Significance of Events
  • Event Emitter class
  • Emitting and listening to events
  • Types of streams
  • Working with streams
  • Composing streams using pipe

Working with Process and File System

  • Process object
  • Handling exceptions at process level
  • Listening to process events
  • Working with file system using fs module
  • Creating, Copying, Deleting files
  • Creating, Copying, Deleting directories
  • Watching for file changes

HTTP

  • Building a Web Server
  • HTTP Request Methods, Headers
  • Response Codes and Headers

Express Js

Expressjs Introduction & Setup

  • Building a Web Server
  • HTTP Request Methods, Headers
  • Response Codes and Headers
  • Serving static files with express
  • Express application generator

Routing

  • Route Methods
  • Route Paths
  • Parameterized Routes
  • Route Handlers
  • Express Router

Middleware

  • Types of middlewareApplication
    - Router
    - Error
    - Built-in
    - Third-party
  • Error middleware
  • Body parser, cors , cookie parser, session management

Template Engines

  • What are template engines
  • EJS
  • Jade
  • Handlebars

Expressjs security

  • Authentication
    - JWT
    - Securing routes
  • Debugging in Express
  • Realtime programming with Socket.io

MongoDB

Introduction to MongoDB

  • Installing MongoDB
  • The current SQL/NoSQL landscape
  • Document-oriented vs. other types of storage
  • Mongo's featureset
  • Common use-cases
  • MongoDB databases
  • MongoDB Collections
  • MongoDB Documents

CRUD Operations in Mongodb

  • Creating documentsinsert()
    - update()
    - save()
  • Querying documentsfind()
    - Working with equality
    - Query operators
    - Building complex queries
  • Updating documents
  • Deleting documents
  • Limit
  • Order By

Introduction to Mongoose

  • Word on ORM/ODM
  • Installing mongoose
  • Connecting to MongoDB from mongoose

Core concepts of Mongoose

  • Understanding mongoose schemas and datatypes
  • Working with Models
  • Using modifiers in schema
  • Using virtual fields
  • Optimizing query performance by enabling indexes

Mern Application Deployment

  • Build Application
  • Deploy in Heroku

Frequently Asked Questions (FAQ)

1: What is Mern Stack?

Ans: MERN is a technology stack used to develop a full-stack software application. A technology stack is a set of frameworks and tools which facilitate the development of an application. It is a platform which consists of MongoDB, Express.js, React.js, and Node.js.

2: How long does it take to learn MERN stack?

Ans: It depends on the fundamental skill set. If you have sound technical knowledge of underlying languages like HTML, CSS and JavaScript; it would take around 6-8 weeks to become a beginner-level MERN stack developer with hands-on practice.

3: What is the salary of a MERN Stack developer?

Ans: The salary of a full stack developer depends on 3 different factors. It is location, skillset, and experience. Where the average salary is 25000- 40000 per month.

4: What are some key concepts to learn in MERN Stack?

Ans: MERN Stack is built of 4 robust technologies i.e. MongoDB, Express.js, React.js and Node, js. To become a MERN Stack developer, one should have a working knowledge of all the above technologies.

5: What are the MERN stack developer jobs?

Ans: As a MERN stack developer, you will be assigned one or multiple jobs like:

  • Front end developer
  • Back end developer
  • Full stack developer
  • Database administrator
6: Things to prepare before applying for MERN Stack Developer Job

Ans: Create a personal portfolio with experience and projects. Showcase your GitHub projects. Add 2-3 good MERN projects to your portfolio which should be live on some URL. Solve DS & Algo problems to develop strong logic using Codewars, HackerRank, Codechef, etc. Revise Fundamentals of Javascript, React & Node/Express.

7: Where to find MERN stack jobs?

Ans: There are several job portals where you can find Fullstack MERN job opportunities. LinkedIn Stack Overflow Jobs Apply on job portals Duct placement cells also help the students to get jobs.

8: How is the placement teamwork?

Ans: Groot Academy has a proper placement cell which helps the students to get their dream job.

9: Does Groot Academy also hold workshops?

A: Yes, we offer workshops for the students to give them a better knowledge of the particular field and help them become an expert.

10: I Have More Queries.

A: In case you have any other queries contact us and our experts will get in touch with you in a short period.

Why should you learn Full Stack Web Development ?


Full-stack development is about understanding the two areas in sufficient detail and making communication between them easy and smooth. As technologies and industries evolve, Full-Stack developers need to learn new technologies to stay abreast of the latest trends and this is where Groot Academy is going to partner you in the journey. This broad range of skills across the stack is a superpower for software developers. If you’re a fresher looking to break into your tech career or a mid-career professional looking to enter the world of web development from a non-tech profession, you should consider the following advantages of becoming a full-stack developer:
  • Build dynamic data-driven websites and applications.
  • A Scope to be Part of Game-Changing Projects.
  • The High-Paying Full Stack Developer Salary.
  • Diverse Growth Options.
Jobs for Full Stack Developer


A full stack web developer has become the most sought after job profile for the past few years. Every organization is looking for a seamless experience and this is easily achieved when there is just one person to do both client-side and server-side coding. Two people also mean more salary and resources and ideas. With new, changing and evolving technologies, if you have knowledge of multiple programming languages and technologies, then you can be a great asset for several companies to have. Employers have started appreciating people with a broader scope of knowledge.
Training and Placement


Designed to get you hired, this power-packed Full-Stack Web Development course features best-in-class live training, on-demand learning, plenty of hands-on exercises, assignments and so much more. Gain a deep understanding of how to build, deploy, secure and scale programs and build expertise across the user interface, business logic and database stacks. With our Full-Stack Developer Course you’ll dive deeper into topics and techniques via independent and group projects, receive individualized feedback, get mentored by experts, hone your skills in hackathons spread across the program. This is your chance to prepare for the world of work as a Full-Stack Developer in a product-based company, compile a job-ready project portfolio and become a self-sufficient, versatile software developer with all the critical skills for a long and healthy career in tech. Groot Academy has been a leading programming training institute in jaipur. Our ability to provide practical training to our students has made us the Best Full-Stack Web Development training institute in Jaipur and nearby cities of Rajasthan. .