Tutors

Innomatics Research Labs

PROGRAM OVERVIEW

CURRICULUM

  Course Took Kit (Discord and Mentoring Link)

  • Discord Innomatics Server Community Link
  • Zoom Mentoring Sessions Link

  Intro and Induction Sessions

  • Intro to Data Science and AI

  Python Programming

  • Ananconda Installation for Jupyter notebook IDE and Python
  • Installation and basic understanding of Jupyter notebook and Colab
  • Python basics and Operators
  • Python Basic and Operator Files
  • String - Intro and Indexing - I
  • String File
  • String Continuation(Methods) and List Intro
  • Complete String File
  • List Part - 1 File
  • List and Tuple
  • List and Tuple Class File
  • set file
  • Dictionary File
  • Sets and Dictionary Intro
  • Dictionary and Conditional Statements
  • operators and Dictionary Class File
  • Operators and IF Else Class File
  • Conditional Statement - IF and Else
  • Loops
  • Loops File
  • Loops Conclusion and intro to Functions
  • 9th May Functions File
  • Functions - II
  • 10th May Functions
  • Map Filter Reduce and File Handling
  • File handling and Exceptional Handling File
  • File Handling and Exceptional Handling
  • Doubts Session - Mentoring
  • OOPS
  • OOPS File
  • OPPS - II
  • OOPS - II File

  Data Analysis - Python

  • Numpy - 1 File
  • Numpy - II
  • Numpy - II Class File
  • Numpy - II
  • Numpy - III
  • Numpy - III File
  • Pandas Basics - 1
  • Pandas - II
  • Pandas - 1 Class File
  • Pandas - II Class File
  • Pandas - III Groupby and crosstab
  • Pandas - III groupby and Crosstab File
  • Pandas - Pivot table Merge Joins Concat
  • Pivot and Merge Joins Class File
  • Pivot table and merge - II
  • Pivot table & Merge Joins - II and Intro to Missing Value
  • Pandas - Missing Data Class File
  • Pandas - Missing Data
  • Pandas - Data time
  • Pandas - Duplicate and Date Time
  • Pandas - Advanced Lambda Filter apply Functions
  • Pandas Adv Functions File
  • Pandas- Adv Functions + REVISION
  • pandas Transform Filter Completed File
  • EDA - Univerate Analysis
  • EDA - II
  • EDA - II File
  • EDA - Univeriate - II
  • EDA Univariate - II File
  • EDA Bivariate - Part 1
  • EDA Bivariate - Part 2
  • EDA - BiVariate - I
  • EDA - Bivariate - II
  • EDA_Bivariate_II File
  • EDA - III Bi variate
  • EDA - Advanced Plots and Multivariate
  • EDA - Adv Plots File
  • DF Frequent Operations Files
  • Regular Expression
  • Regular Expression File
  • Regular Expression - II
  • Regulars Expression - II Files
  • Web Scraping - I
  • Web Scraping - I Video
  • Web Scraping - I
  • Web Scraping - II
  • Web Scraping - II Video
  • Web Scraping - II Data Cleaning and Analysis

  Assignments

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

  Projects

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

  SQL

  • MySQL Installation Step by Step Procedure
  • MySql Installation Procedure File
  • Introduction to SQL and RDMS
  • DDL - Create Table Datatypes and constraints
  • DDL Commands Files
  • DML and DDL Commands Files
  • DDL - II
  • DML Commands
  • Class Task - 1
  • SQL Revision
  • SQL Revision
  • 8th Aug - aggregation function and group by
  • 9th Aug - string operations
  • Joins
  • Joins - II
  • 13th Aug

  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

  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

  Machine Learning

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  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

  Placement Assessment Section

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