Tutors

Innomatics Research Labs

PROGRAM OVERVIEW

CURRICULUM

  Welcome to the Course

  • Discord Innomatics Server Community Link
  • Zoom Mentoring Sessions Link

  Python Programming

  • Anaconda installation Procedure PDF for Python and Jupyter Notebook IDE
  • Intro to Data Science
  • Intro to Jupyter Notebook and Python
  • Data Structure - List and Strings
  • Data Structure - Tuple Set and Dictionary
  • Intro to Jupyter notebook and Python File
  • Python Data Structure and inbuilt Functions - List and Strings File
  • Conditional Statement If else
  • Loops and Functions
  • Functions
  • OOPS
  • Functions & Exception Handling Files
  • Conditional Statement & loop file
  • Class and Object File

  Data Analysis - Python

  • Numpy
  • File Operations
  • Pandas - 1
  • File Handling File
  • Pandas FIle
  • Visualization - II
  • Pandas - II
  • Visualization - I
  • All Data Visualization File
  • Regular Expression
  • Web Scraping - 1
  • Regular Expression and Web Scarping File
  • Web Scraping - II and revision
  • Data Analysis
  • Data Analysis - II
  • Data Analysis - III

  Assignments

  • Variables and Datatypes
  • Strings
  • List and Tuples
  • Sets
  • Dictionary
  • Conditional Statements and Loops
  • Functions
  • Numpy Assignment
  • Data Analysis - Pandas
  • Advanced Data VIsualization Assignment
  • SQL Assignment - I
  • SQL Assignment - II
  • Tableau Assignment - 1
  • Tableau Assignment - 2
  • Tableau - Assignment - 3
  • Tableau: - Assignment - 4
  • Statistics - 1 EDA

  Projects

  • Web Scraping With EDA
  • Innomatics PPT Template for Presentation

  Statistics

  • Intro to Statistics Data Types and Descriptive Statistics Theory
  • Descriptive Statistics Class Excel Sheet
  • Descriptive Statistics - Measure of Dispersion
  • Measure of Dispersion - Skewness and Kurtosis
  • Z Score
  • Basic Stats_Charts_Corr File
  • Charts and Correlation
  • Descriptive Stats Lab File
  • Descriptive Stats Lab
  • Probability - I
  • Probability Lab and Class Notes - Part 1
  • Population and Sampling its Techniques
  • Population and Sampling its Techniques Excel File
  • Probability Distribution
  • Introduction to Hypothesis Testing
  • Hypothesis Testing - I
  • Hypothesis Testing Intro File
  • 2nd Sep Hypothesis Testing - I File
  • Datasets - Car and Loan
  • Hypothesis Testing - II
  • Case Study - I
  • Case Study - II

  SQL

  • MySQL Installation Step by Step Procedure
  • MySql Installation Processor File
  • SQL 1 - Intro to SQL, Roles and Importance & RDMS and its Models
  • RDBMS - Advantages & disadvantages types of normalization Basics of SQL structs(DDL DML ETC)
  • Intro to SQL , Structs in SQL Constraints in SQL, Data Types in SQL Hands-on session on DDL
  • DML DCL TCL Sql operators Sql functions
  • HR Schema Database File
  • SQL Basic and HR Employee Lab - Part 1 File
  • SQL Part-1- Database Management System and Normalization PDF File
  • SQL Part-2 Basic SQL_Subset_Operators_Functions_SetOperators_Joins PDF
  • Complete Lab on all the Basic and Group by Order by Using HR Employee - Part 1
  • Lab - join Rank Rank dense concept Sub query
  • Lab File - join Rank Rank dense concept Sub query

  Tableau

  • Introduction to Tableau and Desktop Tableau Data Types
  • tableau_intro and data types PDF
  • Sorting Files Types Grouping Data Relationship Filters
  • Day 1 & 2 Lab Files
  • Calculated Fields Tableau Calculation Logical Functions Shapes Font Shading functionalities
  • Number & String Functions Actions on Worksheets Dual axis Models and Forecasting
  • Reference Line & band Clustering Filters at Worksheet level Dash Board making and Story boards
  • Tableau July 11th - 15th Class Lab Files
  • Special chart and Creating COVID dashboard

  Machine Learning

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  Deep Learning

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  Data Analysis Project

  • Data
  • Data_analysis_lab
  • Data Analysis Material
  • Data Analysis Class Lab FIle
  • Data Analysis PDF

  Interview and Placement Activities

  • Mastering LinkedIn Session for Effective Job Search
  • Python Interview Preparation Session
  • Resume Building Session
  • Python Interview Preparation

  Application Development Using Flask Python

  • Intro to Flask
  • HTML - 1
  • Intro to Flask PDF
  • HTML Intro Class File
  • HTML - II tables,lists,forms
  • html files
  • Form Creation
  • HTML Forms
  • Flask Installation and WSGI
  • Dynamic Url And Rendring HTML Page
  • Dynamic Url And Rendring HTML Page Files
  • Jinja 2 template
  • Jinja 2 template Files
  • Bootstrap and CSS
  • Bootstrap and CSS Files
  • Template Inheritance and Database Connection
  • Template Inheritance and Database Connection Files

  Placement and Interview Preparation Sections

  • Presentation Skills for Project /Interviews

  Placement Assessment Section

  • Python, Data Analysis and Statistics Quiz - Interview Preparation SET - A - 31st Oct