NISHANT KUMAR's repositories
KNN-Model
This project is of classification model based on knn algorithm. Lets imagine that you are working in the recycling division of the department of energy. The government has requested your division to identify the types of plastics found in the sea so that they can take necessary actions to reduce or prevent their usage. You are required to find the type of plastic, given its remains from the sea Assuming that there are only six different types d plastics. The compositions of plastics vary over a specific range of values. You are provided with the data regarding the range of composition percentages, properties and the corresponding types of plastic.
Linear-Regression-Model
This project is about prediction of yearly amount spent by customer on any fashion e-commerce startup based on data given such as time spent on website, duration of membership, time spent on app, session duration.
Logistic-Regression-model
This is the classification model based on logistic algorithm. Lets go through the problem description which I solved here. Harry and Hermione are in the 2nd year of Hogwarts (for those who haven't watched Harry Potter series, it's a magic school). While wandering around Hogwarts, they came across a room filled with new potions that are being created. Both Harry and Hermione want to find out the category that each of the potions belong to, so that they can use them for appropriate scenarios. Assume that there are only 4 categories of potions that are being prepared in the room. The compositions of each potion vary over a range of values. A book with the data of various potions, their compositions and the corresponding categories is available in the school library. Categories of the potions are: anti-aging, transmigration, memory and healing. Help the wizards identify the types of potions and support them in perfecting the art of magic!.
Preprocessing-Regularization-in-Model
This model is using logistic regression with regularization for this classification problem as data contains few null values and is not preprocessed. So, I have shown how to regularize data and process further.
TIC-TAC-TOE-GAME
This is basically a game between two person where one with one symbol and another symbol, at any moments anyone achieves same symbol in a row, column or diagonally, game stops and declares them as a winner.
Rocket.Chat
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