GITAA-Data Science-Courses-Training-AI-ML-R-Python

Skills Covered in the Course

check Python

Course Content

23 Sections

Week 1 - 6th December 2021

Introduction to Data Science and why Python (Click here to view videos)

Spyder, Operators and Datatypes (Click here to view videos)

Introduction to Data Science and why Python (Click here to view videos)

Spyder, Operators and Datatypes (Click here to view videos)

Slides

FAQs on Basics of Python

Additional material on Operators

Assignment 1

Week 2 -13th December 2021

Sequence, non-sequence data types (Click here to view videos)

Numpy (click here to videos)

Assignment-2

Codes

FAQs on Sequence datatypes & Numpy

Week 3 -20th December 2021

Descriptive Statistics (Click here to view videos)

Pandas (Click here to view videos)

Datasets

Slides

Codes

Assignment 3

Tips.csv

Week 4 - 27th December 2021

Data Visualization (Click here to view videos)

Data Preparation(Click here to view videos)

Dataset for Data Visualization

Datasets for Data Preparation

Codes

Slides

Assignment 4

Case study

Case Study I(Click here to view videos)

Codes

Week 5 - 3rd January 2022

Inferential Statistics (Click here to view videos)

Hands-on- Inferential Statistics (Click here to view videos)

Assignment-5

Codes

Slides

Week 6 - 10th January 2022

Linear Algebra (Click here to view videos)

Hands-on - Data Imputation (Click here to view videos)

Assignment-6

Dataset

Codes

Slides

Week 7 - 17th January 2022

Optimization (Click here to view videos)

Hands-on - Optimization (click here to view videos)

Assignment-7

Codes

Slides

Webinar_Debugging

Webinar Video

Slides and Notebooks

Debugging Quiz

Week 8 -31st January 2022

Predictive Modelling (Click here to view videos)

Case Study - COVID 19

Case study

Week 9 - 7th February 2022

Predictive Modelling (Click here to view videos)

Assignment-8

Codes

Slides

Week 10 -14th February 2022

Logistic Regression, KNN & K-Means Clustering (Click here to view videos)

Hands on - Logistic Regression, KNN & K-Means Clustering (Click here to view videos)

Logistic Regression, KNN & K-Means Clustering (Click here to view videos)

Hands on - Logistic Regression, KNN & K-Means Clustering (Click here to view videos)

tripDetails.xlsx

Additional material on performance measures of classifiers

Slides

Codes

Assignment 9

Week 11 - 21st February 2022

Dimensionality reduction method (Click here to view videos)

Codes

Slides

Case Study

Case_Study

Week 12 - 28th February 2022

Support Vector Machine (Click here to view videos)

Neural Networks (Click here to view videos)

Codes

Practice Assignment - SVM & NN

Slides

Final Exam-I (Weekend)

Final Exam I

Final Exam-I (21st March 2022-Weekday)

Final Exam-I

Final Exam-2 (Weekend)

Final Exam 2

Dataset and Data description required for attempting the exam

Final Exam-2 (28/03/2022-Weekday)

Final Exam 2

Dataset and Data description required for attempting the exam

Topic 22

Topic 23

Reviews

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