Tutors

Innomatics Research Labs

PROGRAM OVERVIEW

CURRICULUM

  Course Took Kit (Discord and Mentoring Link)

  • Zoom Mentoring Sessions Link
  • Discord Innomatics Server Community Link

  Orientation Session

  • Orientation Session - Introduction to Data Science and AI

  Python Programming

  • Anaconda installation Procedure PDF for Python and Jupyter Notebook IDE
  • Basic Understanding of Jupyer and Python and Discord & LMS
  • Basic Python - Variables and Basic Syntax
  • Basics and Strings
  • Strings
  • Day 1 Basic Python File
  • Day 2 - Basic Python File
  • Day 3 & 4 - String File
  • Operators
  • List
  • Tuple and Sets
  • Conditional Statement - 1 IF Else
  • Conditional Statement - II IF Else
  • Loops
  • Operators Files
  • List File
  • Tuple and Sets
  • Dictionary and Conditional Statement Files
  • While Loops File
  • For Loop File
  • Functions
  • Functions - I
  • Functions - II
  • Functions - III
  • Python Problem Solving
  • Regular Expression
  • Regular Expression - II
  • OOPS - I
  • OOPS - II
  • OOPS - III
  • Functions Files
  • Functions - Map Filter Reduce Files
  • Python Problem Exercise Files
  • Regular Expression Files
  • OOPS Files

  Data Analysis - Python

  • Numpy - I
  • Numpy - II
  • Pandas -I
  • Pandas - II
  • Pandas - III
  • Numpy Files
  • Pandas Files
  • Pandas - III
  • Visualization - 1
  • Visualization - II
  • Visualization - III
  • Web Scraping - I
  • Descriptive Stats
  • Complete pandas class file
  • Matplotlib File
  • Seaborn File
  • Pandas Merge and Join File

  Assignments

  • Variables and Datatypes
  • Strings
  • List and Tuples
  • Sets
  • Dictionary
  • Conditional Statements and Loops
  • Functions
  • Numpy Assignment
  • Data Analysis - Pandas
  • 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
  • Web Scraping Project Documentation
  • Sample PPT Template
  • Tableau Final Project

  Statistics

  • Stats intro and Data Types and Measures PDF
  • Descriptive Stats PDF
  • Descriptive Statistics - Central Tendency and Measure of Dispersion - II
  • Measure of Dispersion Part - II
  • Measure of Dispersion - III
  • Descriptive Statistics - IV
  • Statistics importance and Sampling
  • Probability - I
  • Probability - II
  • Lab on Descriptive Stats
  • Probability - III
  • Probability - IV Lab
  • Probability Distributions
  • Probability + Random Variables + Probability Distributions PDF
  • Hypothesis Testing - I
  • Hypothesis Testing - II process to follow and p value calculation
  • Hypothesis Testing - III z Test
  • Hypothesis Testing - iV t Test
  • Hypothesis Testing - Using t Test
  • Hypothesis Testing - More Problems
  • Hypothesis Testing - More Exercises - II
  • Hypothesis Testing - Lab
  • Hypothesis Testing - Lab II
  • ANOVA and Chi Square
  • Hypothesis Testing and ANOVA Chi Squared File

  SQL

  • MySQL Installation Step by Step Procedure
  • MySql Installation Procedure File
  • Introduction to SQL + DBMS Types of DBMS Models + DBMS operations + Advantages Of DBMS
  • RDBMS Intro + Features of RDBMS + Keys types + Normalisation + SQL Intro & constraints
  • DBMS Database Types and Normalization PDF
  • SQL Basics - DDL DML TCL DCL & Lab for DDL And DML
  • Lab - Sql Operators + Sql functions
  • HR Schema Lab File Part - 1
  • Joins
  • Trigger, Conection of my sql with python, and sub query along with Lab
  • SQL HR Case Study Complete Lab File

  Tableau

  • Introduction to Tableau and Desktop Tableau Data Types
  • tableau_intro and data types PDF
  • Sorting Files Types Grouping Data Relationship Filters
  • Class 1 & 2 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
  • July-11-15th Lab Files
  • Special chart and Creating COVID dashboard

  Machine Learning

  • This section has no content published in it.

  Deep Learning

  • This section has no content published in it.

  Placement and Interview Preparation Sections

  • Presentation Skills for Project /Interviews
  • Data Analysis Interview Preparation Session
  • Python Interview Session
  • SQL Interview Preparation
  • Window Function

  Application Development Using Flask Python

  • Intro to Flask
  • Basic flask application + Multiple routes + flask with html
  • Basic Flask Application File
  • Multiple Routes File
  • Flask withHTML
  • Embedding python code in html
  • Get and POST Method File
  • Error handling File
  • Inheritance Template File
  • 24th Jun e
  • 27th June
  • 28th June
  • Flask - SQL Alchamy
  • Flask SQL Alchemy Application File

  Placement Assessment Section

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