Tutors

Innomatics Research Labs

PROGRAM OVERVIEW

CURRICULUM

  Course Took Kit (Discord and Mentoring Link)

  • Discord Innomatics Server Community Link
  • Zoom Mentoring Sessions Link
  • Intro to Data Science and AI

  Python Programming

  • Anaconda Installation and Intro to Jupyter and colab
  • Ananconda Installation for Jupyter notebook IDE and Python
  • Basic Programming
  • Basic Programming -II Operators
  • More on Operators
  • Basic Programming File
  • Strings - I
  • String - II and List Intro
  • String file
  • 16th june List File
  • 17th July List and Tuple Files
  • List and Tuple - II
  • List - I
  • Tuple
  • Tuple File
  • Sets and Dictionary
  • Sets File
  • Dictionary File
  • Conditional Statement - If Else
  • if Else Files
  • Complete Dictionary Files
  • Conditional Statement - Part 2 and While Loops
  • If Else Conditional Statement - part 2 File
  • Loops - For and while
  • Loops - For and while File
  • For Loop - II
  • Loops Exercises
  • Loops Exercise File
  • Loops - II Class File
  • Functions
  • Functions - 1 File
  • Functions - II
  • Functions - II File
  • File Handling
  • File Handling File
  • OOPs - I
  • OOPs - II
  • OOPs - II File
  • OOPs - III
  • OOPs - IV Files
  • Advanced OOPs File

  Data Analysis - Python

  • Over View of Data Analysis
  • Descriptive Statistics - Central Tendency and Measure of Dispersion Variance and Standard Deviation
  • Descriptive Statistics Part 2 and Intro to Numpy
  • Numpy - II
  • Numpy - II
  • Numpy - 1 2 & 3 Files
  • Numpy - III and Pandas - 1
  • Pandas - II
  • Pandas - II File
  • 18th July Numpy -III and Pandas - I File
  • Pandas - III
  • Pandas - IV
  • Pandas - V
  • Univariate Analysis
  • BiVariate Analysis
  • Advanced Plots and Regular Expression - I
  • Regular Expression - II and Intro to Web Scraping
  • Pandas and EDA Files
  • Regular Expression File
  • Web Scraping with EDA
  • Web Svcraping Files
  • Project Discussion

  Assignments

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

  Projects

  • 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 Assessment Section

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