Tutors

Innomatics Research Labs

PROGRAM OVERVIEW

CURRICULUM

  Course Took Kit (Discord and Mentoring Link)

  • Discord Innomatics Server Community Link
  • Zoom Mentoring Sessions Link

  Orientation Session

  • Introduction to Data Science and AI
  • Introduction to Data Science and AI - Part 2

  Python Programming

  • Ananconda Installation for Jupyter notebook IDE and Python
  • Anaconda Installation and Programming over view
  • Python Basics
  • Strings
  • String Part 2
  • List and Tuple
  • Python Basics File
  • String Files
  • List and Tuple file
  • Dictionary and Set
  • List Tuple Dictionary and Set Files
  • Conditional Statement
  • Set File
  • 26th July Conditions Statements
  • Conditional Statement - part 2
  • While Loops
  • While Loop File
  • Conditional Statements Completed File
  • For Loops File
  • For Loop
  • List Comprehensions and Function
  • List Comprehensions File
  • Function File
  • Functions - II
  • Functions - II File
  • Function - III
  • Function - III File
  • Modules (libraries) and Local Global Variables
  • libraries Local Global Variables Files
  • Generator Function and File Handling
  • Generator Function and File Handling Files
  • File Handling
  • File Handling File
  • Exceptional handling
  • Exceptional Handling File
  • Time Complexity and oops part 1. OOPS - I
  • Time Complexity and oops part 1
  • OOPS - II
  • OOPS Files - II
  • OOPS - II
  • OOPS - III
  • OOPS - II & III Class File

  Data Analysis Using Python

  • Numpy - I
  • Numpy - II
  • Numpy - III
  • Numpy - III File
  • Numpy - III File
  • Pandas - I
  • Pandas - I File
  • Pandas - II
  • Pandas - II and Datasets Files
  • Pandas and Stats Introduction Theory - I
  • Type of data, Measure of Central Tendency Lab
  • Pandas Merge and Concat File
  • Lab File on Data Analysis - 29th Aug
  • Data Analysis - Descriptive Stats Lan
  • Central Tendency and EDA
  • Data Analysis - Stats based Lab File
  • EDA - 1 Univariate
  • EDA - 2 Univarite
  • EDA Univariate File
  • EDA - 3 Bi Variate
  • EDA - 4
  • EDA - 5
  • EDA - 6
  • Final ABC Sales Analysis project and EDA File
  • Regular Expression - I
  • Regular Expression - II
  • Regular Expression Files
  • Web Scraping - I
  • Web Scraping - II
  • Web Scraping - Part 1 File
  • Web Scraping - III
  • Web Scraping and Project Discussion

  Assignments

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

  Projects

  • PPT Template for Web Scraping Project
  • Web Scraping Project Final Submissions

  SQL

  • MySQL Workbench Installation Processor
  • MySQL_Installation Processor
  • SQL 1 - Databses , Dif between DBMS & RDBMS, OLAP, OLTP, DataWarehouse vs Data lake
  • 1_SQL File
  • SQL 2 - DDL_DML Commands
  • DDL_DML_DCL Commands File
  • SQL 3 - Operators and DML Commands
  • SQL_Operators_DML File
  • SQL - 4 Groupby constraints
  • Groupby constraints Files
  • Joins Files
  • SQL 5 - JOINS
  • SQL 6 - Practice session on joins and Inner Query
  • Practice session on joins and Inner Query
  • SQL 7 - Union,Union All, Case statements, Window Functions
  • Union,Union All, Case statements, Window Functions File
  • SQL 8 - Window Function and Python Connections
  • Window Functions and Python Connection File
  • SQL 9 - Views, stored procedures
  • Views, stored procedures Files

  Statistics

  • Introduction to Descriptive Statistics
  • Descriptive Statistics - Part 1 File
  • Measure of Dispersion
  • Descriptive Statistics - Part 2 File
  • Correlation Correlation, Percentiles, Deciles, Quartiles, IQR, Population, Sample, Data Categories
  • Correlation, Percentiles, Deciles, Quartiles, IQR, Population, Sample, Data Categories File
  • Data and Its measure and Sampling techniques
  • DataCategories_Scales_Sampling Methods Files
  • Data Visualization, Data Conversions
  • Data Visualization, Data Conversions Files
  • Importance of Probability, Introduction to Probability, Types of Probability
  • _Introduction_to_Probability File
  • Revision of Probability, Conditional Probability, Bayes Theorem, Independent Events
  • Revision of Probability, Conditional Probability, Bayes Theorem, Independent Events File
  • random variables, Types of Random Variables , Bernouli , Binomial
  • random variables, Types of Random Variables , Bernouli , Binomial Lab Files
  • Expected values, PDF, PMF, CDF, Uniform Distribution in continuous space and discrete space
  • ExpectedValues_PMF_PDF_CDF_Uniform_Dsitribution File
  • Poisson and Exponential Distributions, Example problems
  • Poisson_Exponential_Example_problems File
  • Normal Distribution, Empirical Rules, How to Plot Normal Distribution
  • Normal Distribution File
  • Standard Normal Distribution, Problems on Normal Distribution, Z-tables, Transformations
  • Standard Normal Distribution, Problems on Normal Distribution, Z-tables, Transformations
  • Normality Checks, QQ Plot, Lab implementation
  • Normality Checks, QQ Plot, Lab implementation File
  • Bootstrapping, Central Limit Theorem
  • Bootstrapping, Central Limit Theorem FIles
  • Central Limit Theorem for sums, proportions, Python proof of CLT, Problems on CLT.
  • Central Limit Theorem for sums, proportions, Python proof of CLT, Problems on CLT File
  • CLT for Proportion Estimation of Population parameters point and Interval
  • CLT for Proportion Estimation of Population parameters point and Interval File
  • Confidence Interval, Criterial Value Significance Level File
  • Confidence Interval, Criterial Value Significance Level
  • Example on CI , T Distribution and Excel Lab
  • Confidence_Intervals_T_dist_Python_lab_excel File
  • Chebyshev's theorem, Bias, Introduction to Hypothesis testing, Null & Alternative Hypothesis
  • Introduction to Hypothesis testing, Null Hypothesis, Alternative Hypothesis File
  • Hypothesis Testing - Part 2 Type 1 & 2 Errors
  • Hypothesis_Testing_2 FIle
  • Hypothesis Testing - Part 2 Type 1 & 2 Errors
  • Hypothesis_Testing_2 FIle
  • Z-Test, T-test, p value approach, p value calculation, Example Problems.
  • Hypothesis_Testing_3 FIle
  • Z-Test, T-test, p value approach, p value calculation, Example Problems.
  • Z-Test, T-test, p value approach, p value calculation, Example Problems. File

  Tableau

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  Machine Learning

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  Deep Learning

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  Placement Team Activity

  • 8th Oct - Presentation Skills
  • 15th Oct - Resume Building Session
  • 22nd Oct - Presentation Skills Session