Tutors

Innomatics Research Labs

PROGRAM OVERVIEW

CURRICULUM

  Welcome to the Course

  • Discord Innomatics Server Community Link
  • Zoom Mentoring Sessions Link

  Python Programming

  • Anaconda Installation For Python and Jupyter Notebook IDE
  • Anaconda Installation and Jupyter Notebook
  • Python Basics
  • Intro to Data Science and Course details
  • LMS and Discord Orientation and Strings
  • Strings File
  • List and Tuple File
  • List and Tuple
  • Set Dictionary and If Else Conditions
  • Loops - While and For
  • IF-ELSE class file
  • FOR loop and Conditional Statements
  • Functions
  • File handling and Exceptional handling
  • Functions Files
  • File Handling and Exceptional Handling File
  • Class and Object

  Assignments

  • Python - String
  • Python - List and Tuple
  • Python - Sets and Dictionary
  • Python - Conditional Statement and Loops
  • Python - Functions
  • Numpy Assignment
  • Data Analysis - Pandas
  • Advanced Data VIsualization Assignment
  • SQL Assignment - I
  • SQL Assignment - II
  • Statistics - EDA Assignment
  • Hypothesis Testing Assignment

  Data Analysis - Python

  • Numpy - II
  • Numpy - I
  • Pandas - I Data Frame, Importing, Basic Operation, Indexing and
  • Descriptive Statistics - Data, Type, Measures and Sampling
  • Descriptive Statistics - Central Tendency and Measure of Spread
  • Visualisations_Matplotlib
  • Visualization - II
  • Pandas - II
  • Numpy File
  • Numpy revisit File
  • Pandas - I File
  • Pandas - II File
  • Visualization File
  • Statistics Intro PDF
  • Descriptive Statistics
  • Pandas - III Merge Concat, Missing value and Duplicates
  • Pandas - IV
  • Regex
  • Data Sets - Pandas topics
  • Pandas - II, III and IV and Regex Class Files
  • Web Scraping Project - 1
  • Web Scraping - 2
  • Regular Expressions Class File
  • Web Scraping Class File
  • Housing Data Visualizations
  • House Use case EDA - II
  • EDA Files
  • Web Scraping Project Explanation/Road map
  • Web Scraping Explanation

  Projects

  • Web Scraping project with EDA
  • Sample PPT Template
  • MySQL Final Project

  SQL

  • MySQL Installation Step by Step Procedure
  • MySql Installation Processor File
  • 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 - Joins - II and Sub Queries
  • Joins Files
  • SQL 7 - Data Cleaning - Temporary tables and functions
  • SQL 8- Functions contd, views, triggers and stored procedures
  • SQL 9 - Python Connection and Doubts Session
  • Stored Procs Views and Triggers File
  • Joins Files
  • SQL 7 - Temp Tables and Functions File
  • SQL Revision class - I
  • SQL Revision Class - II

  Tableau

  • 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

  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
  • Hypothesis Testing Files
  • CLT Lab File
  • Normal and Uniform Distribution Files

  Machine Learning

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  Deep Learning

  • This section has no content published in it.

  Interview and Placement Activities

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

  Placement Assessment Section

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