Tutors

Innomatics Research Labs

PROGRAM OVERVIEW

CURRICULUM

  Welcome to the Course

  • Discord Community Innomatics Server Link
  • Zoom Mentoring Session Links

  Orientation Session

  • Intro to Data Science and AI
  • Understanding of ML Algorithms

  Python Programming

  • Ananconda Installation Procedure for Python and Jupyter Notebook IDE
  • About the Python and Anaconda Installation for Python and Jupyter Notebook
  • Intro to Python Basics and Jupyter notebook
  • Python basics
  • Strings
  • Strings - II and List
  • Python Basics File
  • Strings File
  • List - II and Tuple
  • Dictionary and Sets
  • Type Casting, Operators and If and Else Conditional Statement
  • List and Tuple File
  • Set File
  • Dictionary File
  • Type Casting File
  • Conditional Statements
  • Loops
  • Conditional Statement File
  • Loops - For and While
  • Functions - Lambda, Map Filter and Reduce
  • Comprehensions and Function Generators
  • Modules
  • Functions - II and File Handling
  • File Handling
  • Conditional Statement Files
  • Loops Files
  • Libraries Files
  • Functions File
  • File handling Files
  • Exceptional handling
  • OOPS
  • OOPS - II
  • OOPS - III
  • Exceptional Handling File
  • OOPS File
  • Inheritance file

  Python - Data Analysis

  • Numpy - I
  • Numpy - II
  • Numpy - III and Pandas Intro
  • Pandas - II
  • Pandas - III
  • Numpy Files
  • Pandas 1 & 2 Class Files
  • Python Class Notes Till Pandas
  • Descriptive Stats
  • Descriptive Stats Lab and Data Analysis - 1
  • Data Analysis - II
  • Data Analysis - III
  • Data Analysis - IV
  • Descriptive Stats Lab and Data Analysis - V
  • Descriptive Stats Lab File
  • Data Visualization
  • Data Visualization - II
  • Data Visualization - III
  • Complete Data Analysis and Descriptive Stats Material Files
  • Visualization - IV
  • Visualization - V and Regular Expression
  • Data Visualization and Use Case File
  • Regular Expression
  • Regular Expression - II
  • Regular Expression File
  • Regular Expression - III and Intro of Web Scarping
  • Web Scarping - II
  • Web Scarping - III
  • Regex and Web Scraping Files
  • Regex File
  • Web Scarping - IV
  • Web Scarping File
  • Project Discussion

  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
  • Statistics - 2 Hypothesis Testing Assignment

  Projects

  • Web Scraping With EDA
  • Innomatics PPT Template for Presentation
  • Sample PPT Template
  • Web Scraping Project Documentation
  • Web Scraping With EDA
  • Tableau Final Project

  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 Part-1- Database Management System and Normalization PDF File
  • SQL Part-2 Basic SQL_Subset_Operators_Functions_SetOperators_Joins PDF
  • SQL Basic and HR Employee Lab - Part 1 File
  • 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

  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 Excel File
  • Population and Sampling its Techniques
  • 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

  Machine Learning

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  Deep Learning

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  Application Development Using Flask Python

  • Intro to Flask
  • HTML
  • Intro to Flask PDF
  • HTML - II tables, lists, forms
  • HTML Intro Class File
  • 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
  • Intro to Statistics Data Types and Descriptive Statistics Theory
  • Descriptive Statistics Class Excel Sheet

  Placement Assessment Section