Project 2

Machine Learning Fundamentals In Depth - Challenges Project 2   Implement Clustering and then predict the class of car from “Car dataset”. In [55]:   import pandas as pd import numpy as np import matplotlib.pyplot as plt import seaborn as sns from scipy.sparse import hstack from sklearn.preprocessing…

Machine Learning Fundamentals In Depth - Challenges --- Project 1   Data cleaning on Automobile 1985 dataset and perform descriptive analytics In [325]:   import pandas as pd import numpy as np import matplotlib.pyplot as plt import seaborn as sns     In [326]:        …

1. How does similarity is calculated if data is categorical in nature   To measure similarity between categorical data in K-means, we can use a distance metric such as Jaccard distance or Hamming distance. Jaccard distance measures the dissimilarity between two binary vectors, where each element in the vector represents…

1. What is a Neural Network? in Machine learning A neural network is a type of machine learning algorithm that is inspired by the structure and function of the human brain. It is a set of algorithms and mathematical models that are designed to recognize patterns in data and make predictions or decisions based on those…

 1. Apply knn to the “Surface defects in stainless steel plates” and identify the differences                                                  Week 8 challange.ipynb 2. What…

1. Pros and cons of SVM Support Vector Machines (SVMs) are a type of machine learning algorithm that can be used for classification or regression tasks. Here are some pros and cons of using SVM: Pros: 1. Effective in high-dimensional spaces: SVMs are particularly useful in situations where the number of features is very…

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Calculate all 4 business moments using pen and paper for the below data set? 1)  mean µ= ∑(x1) * p(x)             = 0*0.35+1*0.25+ 2*0.15 + 3*0.15 + 4*0.10             = 0 + 0.25 + 0.3 +0.45 +0.4          …

=========================================================================================================================================================== Why there is a difference in the formula of variance for population and sample ANS: The variance is a way to measure the spread of values in a dataset.The formula to…

Project 2 - Create a report using PowerQuery, Macro VBA, List Functions and Data Validation functions for Data Reporting of Supply Chain Management companies You are working as Business Analyst in IJS Bank Limited. Currently your organization is working on Loan Applicant Clients for the current quarter. The Manager of…

This project uses the skills learnt from week 1 to week 6. The aim of this project is to create an English Dictionary app that returns definitions of English words. When the application is started, it displays a menu as follows:Main MenuAdd a new wordFind the meaningUpdate a wordExitEnter Choice:If item 1 is selected,…

                                                                   Supply and Demand Gap Analysis   Aim The aim of this project is to collect and…

Aim The aim of this project is to analyze the data in detail on vaccinated people and fully vaccinated people by country in 2021-2022 Introduction Since the start of the COVID-19 outbreak, WHO has worked with countries and areas in Different regions on public health measures to slow or stop the spread of the virus. Safe…

  Company ABC Private Limited is manufacturing and selling below mentioned Products: Classic Cars Motorcycles Planes Ships Trains Trucks and Buses Vintage Cars As Business Analyst of the Company, you are required to perform following mentioned tasks on the provided dataset. a. Do proper formatting of the data with…

This dashboard empowers mission driven organizations to harness the power of data visualization for social change. The data set talks about the literacy rates in Tamilnadu. It is distributed according to the cities and their ranks. It contains the population, as per the gender. This dashboard gives us the insight about…

                                                 Analyzing the Education trends in Tamilnadu This dashboard empowers mission driven organizations to harness the power of data visualization for social…

-- 1. Create new schema as alumni CREATE SCHEMA alumni; # ============================================================================== -- 2. Import all .csv files into MySQL -- All cvs files are imported to the database name as alumini-- College_A_HS ~ Higher Studies Record of College A-- College_A_SE ~ Self Employed…

/* Business model Customer to Customer (C2C) allows customers to do business with each other. This model is growing fast with e-commerce platforms where sellers may be required to pay some amount and buyer can buy it without paying anything. E-Commerce website brings the seller and buyer to the same platform. Analyzing…

Project 2 - EDA on Vehicle Insurance Customer Data A company has customer data that contains 8 columns of customer details and another table having name customer_policy data contains the policy details of the customer. The company intends to offer some discount in premium for certain customers. To do that they ask their…