ADSFall22: Practice Problems solve at home

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Practice Problems solve at home

Opened: Friday, 19 August 2022, 12:00 AM

kyphosis.csv
5 June 2022, 11:57 AM

CSE 511 Algorithms for Data Science

Announcements

OBE Course Outline

Introduction

Data Science Introductory

Week -1 Python Basics

Python Basic Lecture

Class video Week-1

Practice Problem Week-1

Discuss about Python Basics

Data Pre-processing

Data Pre-processing Lecture

Data Pre-Processing Dataset

Class Recording Week-2

Discussion about Data

Week-3 Linear Regression

Linear Regression [slide]

Google Colab files for LR

Linear Regression [Slide]

Lecture video Week-2

Google Colab files for LR

Class Test

Discussion on Linear Regression

Week-4 Logistic Regression

Logistic Regression (Slide)

Google Colab files for Logistic Regression

Class Recording Week-4

Practice Problems solve at home

Discussion about Logistic Regression

Week-5 Naive Bayes

Lecture Slides Week-5

Class Recording Week-5

Gaussian Naive Bayes classifier with python

Midterm Overlap Exam

Discussion about Naive Bayes

Week-6 Decision Tree

Lecture Slide Week-6

Decission Tree &amp; Random Forest with python

Week-7 Random Forest

Random Forest Slide

Random Forest with Python

Practice Problems solve at home

Video Presentation

Assignment-1

Discussion on Decision Tree &amp; Random Forest

Week-8 K Nearest Neighor

K Nearest Neighbor

KNN with python

Discuss about KNN

Week-9 K Means Clustering

K-Means Clustering

K-Means Clustering with python

Discuss about clustering algorithm in machine learning

Week-10 Neural Network

Neural Network(Slide)

Tensorflow Beginner

Discuss about Neural Network

Week-11 Neural Network

Classification using TensorFlow

Week-12 Review and Final Exam

Final Exam M.Sc

Practice Problems solve at home

Decission Tree & Random Forest with python

Discussion on Decision Tree & Random Forest