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assignment10_excelr_randomforest

1. A cloth manufacturing company is interested to know about the segment or attributes causes high sale. 2. Use Random Forest to prepare a model on fraud data treating those whohave taxable_income <= 30000 as "Risky" and others are "Good"

assignment11_excelr_decisiontree

assignment12_excelr_knn

Glass Classification and Zoo Classification to convert animals to categories and observing the accuracy by using KNN

assignment13_excelr_naivebayes

Salary data using NaiveBayes

assignment14_excelr_textmining

Sentiment and Emotional Mining of Amazon Reviews and also a Text Mining on Elon Musk Tweets

assignment15_excelr_recommendationsystem

Book Recommendation System

assignment16_excelr_associationrule

Association Rules for Books and Movies

assignment17_excelr_neural-networks

Working of Neural Network

assignment18_excelr_forecasting

assignment1_excelr_meanmedianmode

To know about Mean, Median and Mode and to conclude inference based on the observations.

assignment2_excelr_probability

To solve more complex computations related to Probabiltiy and find out the inference.

assignment3_excelr_hypothesistesting

Hypothesis Testing (Using tTest, ChiSquare and ANOVA methods)

assignment4_excelr_simplelinearregression

Use of Simple Linear Regression and tried to predict the outcomes by various different techniques and improved the model accuracy by doing log, sqrt and cuberoot transformations.

assignment5_excelr_multilinearregression

Know about the Multi Linear Regression and calculate the model accuracy using various techniques. Performed EDA and identified null values and outliers and removed collinearity. Visualize using different charts and made accurate model by measuring R2 score.

assignment6_excelr_logisticregression

Logistic Regression: I have divided the dataset into training and test and also predicted both the accuracies. Furthermore, I have calculated Confusion matrix, AUC Score, F1 Score, ROC Curve etc

assignment7_excelr_clustering

assignment8_excelr_pca

Performed Principal component analysis and perform clustering using first 3 principal component scores (both heirarchial and k mean clustering(scree plot or elbow curve) and obtain optimum number of clusters and check whether we have obtained same number of clusters with the original data

assignment9_excelr_svm

Prepared a classification model using SVM for salary data and forest fires.

basketmaster-game

BasketMaster is a game where you have to catch an egg laid by the hen in a basket. Increases Confidence and Concentration power.

birthday-reminder

Simple birthday reminder Android app

cake-ordering-app

Cake ordering App using Python Tkinter

cloud-storage

decision-tree

Built two Decision Trees to classify Sales and check taxable income as 'Risky' or 'Good'.

developerfolio

A DevFolio/Developer Portfolio built using ReactJs and Animation libraries.

developerfolio-1

🚀 Software Developer Portfolio Template that helps you showcase your work and skills as a software developer.

e-learning-system

It is a completely customized solution for the tutorials which will help eradicate use of papers, pens, and manage digital learning thus providing it with an edge over its competitors

essanimohsin

expertise-learning

An Online Learning Teaching website developed for the students and staff. Staff will enroll the students based on the students interest. Students will learn and complete the course. After successful completion of the course a digital certificate is issued to the student and Staff will place that student into reputed companies.

flappybird

Game made for everyone to increase concentration and also for time pass purposes

friends-feed

A Secure Social Networking Platform