Tutors

Innomatics Research Labs

PROGRAM OVERVIEW

CURRICULUM

  Welcome to the Course

  • Innomatics Discord Community Joining Link
  • Zoom Mentoring Links
  • Software Installation Documentation File
  • Orientation Session and Software Installation

  Python Programming

  • Anaconda Installation Processor for Python and Jupyter Notebook IDE
  • Orientation Session - Introduction
  • Anaconda Installation and Discord and LMS Access Demonstration
  • Intro to Jupyter notebook and basic programming
  • Logical Operators
  • Strings
  • Strings_II
  • Session_I_II_strings_lists
  • Jupternotebook and basic programming
  • Basic Programming and Operators Files
  • Strings file
  • List
  • Lists Class File
  • Tuples Class File
  • Tuples Video
  • Dictionary Video
  • Loops and Conditional Statements
  • Dictionary Class File
  • Conditional Statement and Loops Files
  • Loops and Conditional Statements - II
  • Conditional statements and loops second file
  • Loops
  • Complete Class File on Conditional Statement and Loops
  • Loops and conditional Statements examples
  • List Comprehensions Video
  • Function Class File
  • List Comprehensions Class File
  • Function Video - III
  • Function video -II
  • Recursive Function part-II
  • Recursive Function part-I
  • File Handling
  • FIle Handling Video
  • File Handling - II
  • Exception Handling
  • OOPs - I
  • OOPs - II

  Assignments

  • Strings Assignment
  • List and Tuple Assignment
  • Serts and Dictionary Assignment
  • Loops and Conditional Statements Assignment
  • Functions Assignment
  • NumPy Assignment
  • Pandas Assignment
  • Data Visualization Assignment
  • SQL Assignment - I
  • SQL Assignment - II
  • Statistics - EDA Assignment
  • Hypothesis Testing Assignment

  Projects

  • Web Scraping project with EDA
  • Sample PPT Template
  • Web Scraping Project Final Submissions
  • MySQL Final Project
  • SQL Project Demonstration
  • SQL Project - MUSIC STORE DATA ANALYSIS

  Data Analysis - Python

  • Numpy - I
  • Numpy - I Video
  • Numpy - II Video
  • Numpy Class file
  • Numpy - III Video
  • Pandas - I Video
  • Pandas video - II
  • Pandas Operations
  • Pandas Adv Operations
  • Pandas Adv Operations File
  • Visualization - I
  • EDA - 1 & 2 Class Files
  • EDA on Cars Data
  • EDA on Cars Data Files
  • Advanced EDA Video
  • Advanced EDA Class Files
  • Advanced EDA Continuation
  • EDA and Regular Expressions
  • Regular Expressions
  • Web Scraping Project

  SQL - Sumit

  • MySQL Installation Step by Step Procedure
  • MySql Installation Processor File
  • Data its types and Introduction to SQL
  • SQL - II Basics and First Command
  • SQL - III Lab Session
  • SQL - IV Lab
  • SQL - V Lab
  • SQL - VI Lab
  • SQL - VII Lab
  • SQL All Lab Files and Material

  Statistics

  • Intro to Statistics and Data types and its Measure
  • Introduction Statistics and Data its type Measure
  • Important Plots Understanding + Central tendency and Measure of Dispersion
  • Descriptive Statistics - Measure of Dispersion
  • Descriptive Statistics PDF
  • Descriptive Stats Lab
  • Stats Lab File
  • Probability
  • Probability Random Variables and Probability Distributions Topics PDF
  • Random Variables and Distributions
  • Distributions - II
  • Hypothesis Testing - I
  • Hypothesis Testing - CLT CI Tests topics PDF
  • CLT Revision and Lab on Normal Distributions
  • Adult Dataset
  • Hypothesis Testing - II
  • Hypothesis Testing Lab
  • Hypothesis Testing - II Lab
  • Revision and Doubts
  • Datasets for Labs
  • Normal and Uniform Distribution Files
  • CLT Lab File
  • Hypothesis Testing Files

  Machine Learning

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  Deep Learning

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  Interview and Placement Activities

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

  Python Programming - Assignment Tasks

  • Task - 1 (Basic Python Programming)
  • Task - 2 (Data Types)
  • Task - 3 (Python Maths)
  • Task - 4 (Basic Python - Strings)
  • Task - 5 (RegEx)

  Tableau Module

  • Tableau Installation Procedure Files
  • Day 1 Tableau File
  • Tableau 1 - Introduction
  • Super Store Dataset
  • Tableau 2 - Data Types Column Formatting Sorting Hierarchy Types of Files Discrete vs Continuous
  • Tableau 3 - Groupby and Filters
  • Tableau 4 - Parameter (Filter & Set) & Data Relationship
  • Tableau 5 - Rank Shapes Models Forecasting Clustering Summarization and Parameters as measures
  • Tableau Tasks (18 Excercises)
  • Tableau 6 - Functions - Number & string Actions at Worksheet Maps, Animation Pages
  • Tableau 7 - Dash board Story Board Publishing Extract Data and Charts
  • Tableau 8 - Special Charts LOD include Exclude Live Dashboard on Web Scraping Assignment

  SQL - Piyush

  • SQL - 1 & 2 RDBMS and SQL Basics Overview and MySQL basics and DDL
  • Basic Commends and DDL File
  • SQL Basic Class File
  • SQL 3 - DDL and DML
  • DDL and DML File
  • SQL 4 - DML continued, Querying tables
  • DML and Querying File
  • SQL 5 - Joins
  • SQL 6 - Data Cleaning - Temporary tables and functions
  • SQL 7 - Joins - II and Sub Queries
  • SQL 8- Functions contd, views, triggers and stored procedures
  • SQL 9 - Python Connection and Doubts Session
  • SQL 7 - Temp Tables and Functions File
  • Stored Procs Views and Triggers File
  • Joins Files
  • SQL Revision class - I
  • SQL Revision Class - II

  Placement Assessment Section

  • Python, Data Analysis and Statistics Quiz - Interview Preparation SET - A - 31st Oct
  • Machine Learning Interview Preparation Test_Online 3rd Nov

  Data Analysis Assessment

  • Python Data Analysis Assessment