Tutors

Innomatics Research Labs

PROGRAM OVERVIEW

CURRICULUM

  Course Took Kit (Discord and Mentoring Link)

  • Discord Innomatics Server Community Link
  • Introduction to Data Science AI and Course Road Map
  • Zoom Mentoring Sessions Link

  Python Programming

  • Ananconda Installation for Jupyter notebook IDE and Python
  • Anaconda Installation and Jupyter Notebook Introduction
  • Python Basics
  • 25th May - Intro to Jupyter notebook and basic python File
  • Operators and String & its Slicing
  • Python Programming Basics Class File
  • String - 1 Class File
  • 27th Maty - String Complete Class File
  • Strings - II
  • List - 1
  • List Tuple and Set
  • Complete List and Tuple Class File
  • Set File Part - 1
  • Set and Dictionary
  • Set and Dictionary Files
  • Operator and Conditional Statement
  • 2nd June operator and conditionalStatement if else file
  • Operators and Conditional Statement File
  • Operators and Conditional Statement - II
  • Loops - While
  • Loops - For
  • Loops Complete File
  • Function - I
  • Functions - 1 File
  • Functions - II
  • Functions - II File
  • Functions - III
  • Function - III File
  • Function - Map Filter Reduce
  • Function Complete File
  • File Handling - Part 1
  • File Handling - Part 2
  • File Handling File
  • File Handling and Exceptional handling File
  • Exceptional handling
  • Exception Handling
  • Exception Handling File
  • Python Programming Files
  • Programming Exercise
  • OOps - I
  • OOPs - Part 1
  • OOPs - Part 2 constructor and examples
  • OOPs - Part 3 access modifiers
  • OOPs - Part 3 - access modifiers
  • OOPs - part 2 Files
  • OOPs - Part 4 fILES
  • OOPs - part 4

  Data Analysis - Python

  • Numpy - I
  • Numpy - II
  • Numpy - I File
  • Numpy - II Files
  • Numpy - III
  • Numpy - III
  • Numpy - IV
  • Numpy - IV Files
  • Descriptive Statistics - I
  • Descriptive Statistics - II
  • Descriptive Statistics - I File
  • Descriptive Statistics - II File
  • Descriptive Statics - III
  • Descriptive Statistics - III
  • Pandas - I
  • Panadas - I Files
  • Datasets Files
  • Pandas - II
  • Pandas - III
  • Pandas - IV
  • Pandas_Subsetting_groupby_pivot_multi_indexing Files
  • Pandas - V Missing Data
  • Pandas - VI
  • Missing data Concat duplicate and Duplicate Data Files
  • Matplotlib and EDA Univariate.
  • Matplotlib and EDA Univariate Files
  • EDA - Univeriate Part 2 and Bivariate Part - 1
  • EDA - Bivariate and Advanced
  • EDA Files
  • Regular Expression - Part 1
  • Regular Expression Part 1 PDF
  • Regular Expression - Part 2
  • Regulars Expression Lab File
  • Web Scraping - Part 1
  • Web Scraping File
  • Web Scraping - II
  • Web Scraping - II File

  Assignments

  • Variables and Datatypes
  • Strings
  • List and Tuples
  • Sets
  • Dictionary
  • Conditional Statements and Loops
  • Functions
  • Python - Numpy
  • Data Analysis - Pandas
  • Advanced Data VIsualization Assignment
  • Statistics - 1 EDA
  • SQL Assignment-1
  • SQL Assignments - II

  Projects

  • Web Scraping With EDA
  • Web Scraping Project Documentation
  • PPT Template
  • Web Scraping Project Final Submissions

  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 Intro File
  • Hypothesis Testing - I
  • 2nd Sep Hypothesis Testing - I File
  • Datasets - Car and Loan
  • Hypothesis Testing - II
  • Case Study - I
  • Case Study - II

  SQL

  • MySQL Workbench Installation Processor
  • MySQL_Installation Processor
  • Intro to SQL
  • DDL and DML Commends
  • Aggregations and groupby
  • SQ L Constrains
  • Joins
  • Advance functions in sql
  • case statement and stored procedures

  Tableau

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  Machine Learning

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  Deep Learning

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  Placement and Interview Preparation Sections

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  Placement Assessment Section

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