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

  Python Programming

  • Ananconda Installation for Jupyter notebook IDE and Python
  • Functions File
  • Introduction to Python File
  • String File'
  • List and Tuple File
  • Dictionary File
  • Set File
  • Operators Conditional Statement and loops File
  • Functions and File Handling File
  • Exception handling and OOPs File
  • Basic Programming - Part 1
  • Python Programming Operators and Sting - Part 1
  • Strings - II
  • list
  • Tuple and Dictionary
  • Sets
  • Conditional Statement - If Else
  • Conditional Statement
  • Conditional Statement and While Loops
  • Functions - Lambda Map Filter Reduce
  • File Handling
  • File and Exceptional Handling
  • OOPS - I
  • OOPS - II
  • OOPS - III Part 1
  • OOPS - III Part 2
  • OOPs File

  Data Analysis Using Python

  • Intro to DA File
  • Descriptive_Stats File
  • Normal_Dist_Correlation File
  • Data Visualization_Conversions File
  • Numpy File
  • Pandas_Intro_Series_DataFrames File
  • Pandas2_Modifying and Sorting File
  • Intro to Data Science and Stats
  • Descriptive Stats - Population Sampling Data Measures and Types
  • Different Data Scales, Converting numeric data to categorical, Categorical to Numeric.
  • Descriptive Stats - Central Tendency and Measure of Dispersion
  • Measure of Dispersion - II
  • Pandas - I Pandas Introductions, Series, DataFrames, DataFrame Functionalities.
  • Data Summarization using pandas, reading, writing.
  • Pandas data Access using loc, iloc, modifying, sorting
  • Pandas Merge concat get_dummies cutqcut_append
  • Pandas5_Merge_Concat_append_cut File
  • Pandas_Groupby_Crosstab_Pivot_MultiIndexing File
  • Pandas Duplicated, Drop duplicated, datetime module of python and pandas.
  • Multi Indexing filtering, Shift, Rank, Rolling functions and Cumulative Functions

  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

  Projects

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  SQL

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  Tableau

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  Statistics

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  Machine Learning

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  Deep Learning

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