Reference:
| Date | Topic | Material / Assignment |
| 18 Jan 2021 | Course Description, Assessment Tools, Online study material, Books, Project Based Learning Component | Course Description: Essential Statistics for Data Science EVEN 2021 |
| 19 Jan 2021 Generic About Data | Data, Data science, Types of Datasets, Attributes, Types of attributes. Sources: [Reference 1] Chapter 2 | |
| 20 Jan 2021 Descriptive Statistics | Data Science Engineer Role, Descriptive Data Summarization Measure of Central Tendency: Mean, Median, Mode, Mid Range Measure of Dispersion: Quartiles, Interquartile Range (IQR), Variance, Standard Deviation . | ESDS_Lecture3 |
| 25 Jan 2021 Descriptive Statistics | Lecture + Tutorial: 1. Theoretical Assignment: ESDS_Tutorial01.pdf [1] 2. Excel Assignment: Data + Questions are in excel itself ESDS_Excel_PracticeTutorial01.xls 3. Python Assignment: Data which is given in part 2(Excel file) as csv and perform statistical measures those are mentioned in excel file using python. | ESDS_Tutorial01 ESDS_Excel_Practicetutorial01 |
| 27 Jan 2021 Inferential Statistics | Normal Distribution, Empirical Rule: 68%-95%-99% Normal Distribution using Excel: Normal Distribution.xlsx Normal Distribution using Python: NormalDistribution.ipynb | ESDS_Lecture4 Normal Distribution Excel file Python File: Shared on Google Classroom* |
| 01 Feb 2021 Inferential Statistics | Lecture+Tutorial Bernoulli Distribution, Binomial Distribution, Poisson Distribution Tutorial: Binomial Distribution in Excel and Python | ESDS_Lecture_4-6 |
| 02 Feb 2021 Inferential Statistics | Descriptive Vs Inferential Statistics, Sampling Distribution, Central Limit Theorem | ESDS_7 |
| 03 Feb 2021 08 Feb 2021 Python Code for data upload, compute statistical measures | Python code demonstrated and students have also implemented the same to understand the following:- A. Implementation concepts of statistics for data science Open data file via three methods: 1. Existing Python library data use 2. Read CSV of your own data 3. Use data directly from data source URL. B. Code to compute Central tendency measures C. Plotting of various Graphs: Scatter Plot, Bar, Histogram, D. Distributed measure | Lecture 8 & Lecture 9 Shared Google Colab Link of Python code with ESDS class students |
| 09 Feb 2021 10 Feb 2021 | Proximity Measures: Nominal attribute, Binary Attribute, Numeric attribute. | |
| 15 Feb 2021 | About Parametric, Non-Parametric and Hypothesis test, Chi- Square Test, Chi-square Example Problems, Covariance, Pearson Correlation | ESDS_8-10 |
| 16 Feb 2021 | Python code for implementation of chi-square test, correlation, and covariance | |
| 17 Feb 2021 | Test-1 Revision Class & Exam Guidelines | |
| Lecture Taken by Other Faculty Member from Test-1 Examination to Test-2 Examination (Test-1 Schedule 22 – 26 Feb 2021; Test-2 Schedule 05 – 09 Apr 2021) | ||
| 12 Apr 2021 | Powerpoint covers all LR, MLR, Polynomial, KNN, SVM, OLS, Ridge Regression, Lasso Regression | Regression Powerpoint |
| 12 Apr 2021 | Simple Linear Regression Python Code | Simple Linear Regression Code |
| 13 Apr 2021 | Multiple Linear Regression | Regression Powerpoint |
| 14 Apr 2021 | Multiple Linear Regression Python Code | Multiple Linear Regression Code |
| 19 Apr 2021 | Polynomial Linear Regression, KNN Regression and its Python Code | Polynomial Linear Regression Code KNN Classification Code |
| 20 Apr 2021 | SVR Support Vector Regression and its Python Code | Support Vector Machine Code |
| 21 Apr 2021 | RamNavmi Holiday | |
| 26 Apr 2021 | Multicollinearity, Underfitting & overfitting, Regularization, OLS Ridge Regression, Lasso Regression and its python code | Ridge and Lasso Regression Code |
| 10th- 20th University Off Due to COVID-19 CLASSES OVER FOR EVEN 2021 FROM 20 May 2021 | ||
| END SEMESTER EXAMINATION 22 – 31 May 2021 |
- Han, J., Kamber, M., & Pei, J. (2011). Data mining concepts and techniques third edition. The Morgan Kaufmann Series in Data Management Systems, 5(4), 83-124.
* Code Can not be shared here due to security reasons mentioned by wordpress
Prof. (Dr.) Anuja Arora 