Data Science for Engineers

This repository contains the code and files for the NPTEL course: Data Science for Engineers

Google Drive Link

NPTEL Drive Link

Directory Structure

• 📂 NPTEL Data Science for Engineers (Current Directory)
  • .gitignore
  • .RData
  • .Rhistory
  • Data science for engineers - notes.pdf
  • directory_structure.md
  • directory_structure.txt
  • DirecTracer.py
  • ImporantPoints.md
  • README.md
  • trial.md
• 📂 1_Week
  • 📂 00_Setup_Guide
    • R Setup Guide.pdf
  • 📂 01_Intro
    • Lec1_Introduction to R.pdf
    • Lec1_SampleProgram.R
    • Lec2_Introduction to R.pdf
  • 📂 02_Variables
    • Lec3_Variables and datatypes_Vectors and lists.pdf
    • Lec3_Variables and datatypes_Vectors and lists.R
  • 📂 03_Dataframes
    • Lec4_Dataframes.R
    • Lec4_Dataframes_1.pdf
    • Lec5_Dataframes.R
    • Lec5_Dataframes_2.pdf
  • 📂 04_Operations
    • Lec6_Arithmetic, Logical and Matrix operations in R.pdf
    • Lec6_Operations.R
  • 📂 05_Functions
    • Lec7_Functions.R
    • Lec7_Programing in R_ scripts and functions.pdf
    • Lec8_Programming in R_functions.pdf
  • 📂 06_Control_Structures
    • Lec9_Control_Structures.R
    • Lec9_Programming in R_control structures.pdf
  • 📂 07_Data_Visualization
    • Lec10_DataVisualization in R.pdf
    • Lec10_Data_Visualization.R
    • Rplots.pdf
• 📂 2_Week
  • 📂 01_Linear_Algebra_Intro
    • intro.r
  • 📂 02_Solving_Linear_Equations
    • solving_linear_eqns.r
    • solving_linear_eqns_continued.r
  • 📂 03_Distance_Hyperplanes_Halfspaces_Eigen
    • 1_vectors_distances.r
    • 2_line_and_place.r
• 📂 3_Week
  • 1_intro.md
• 📂 4_Week
  • 1_intro.md
  • 📂 images
    • image1.png
    • image2.png
• 📂 5_Week
  • 1_intro.md
  • GTPvar.csv
• 📂 6_Week
  • 1_intro.md
  • 2_simple_linear_regression_modelling.r
  • bonds.txt
  • Rplots.pdf
  • women.csv
  • 📂 images
    • image1.png
• 📂 7_Week
  • 1_intro.md
  • 2_multiple_linear_regression.r
  • 3_logistic_regression.r
  • 4_iris.r
  • cars.csv
  • crashTest_1.csv
  • crashTest_1_TEST.csv
  • iris.csv
  • nyc.csv
  • Rplots.pdf
  • 📂 images
    • image1.png
  • 📂 plots
    • PetalLength_histogram.png
    • PetalWidth_histogram.png
    • SepalLength_histogram.png
    • SepalWidth_histogram.png
• 📂 8_Week
  • 1_intro.md
  • 2_knn.r
  • 3_k_means.r
  • 4_assignement.r
  • Rplots.pdf
  • serviceTestData.csv
  • serviceTrainData.csv
  • tripDetails.csv
  • USArrests.csv