Project 2 - Supply and Demand Gap Analysis

                                                                                               UBER SUPPLY AND DEMAND ANALYSIS   Aim: To analyze the Uber Demand and Supply gap and creating a dashboard to visualize the data with respective to the fields. Introduction: Uber is a transportation company with an app that allows…

COVID-19 Vaccinations Trend Analysis   Aim: To analyze the trend o Covid-19 Vaccinations and Effectiveness of the vaccination based on the different countries by year wise. Introduction: The introduction of COVID-19 vaccine is a major step towards reducing the spread of the pandemic and further reducing the associated…

1. Implement Clustering and then predict the class of car from “Car dataset”. A. Attached a file    

1. Data cleaning on Automobile 1985 dataset and perform descriptive analytics A. Attached a file

1. What is a Neural Network? A. Neural networks are used to mimic the basic functioning of the human brain and are inspired by how the human brain interprets information. It is used to solve various real-time tasks because of its ability to perform computations quickly and its fast responses.        …

1. How does similarity is calculated if data is categorical in nature? A.  We have to convert the categorical features into numerical features using vectorization. then we can use this vectorization as numerical feature and check for the similarity Different vectorization techniques are:1. Bag of Words(BOW) 2. Binary…

1. Apply knn to the “Surface defects in stainless steel plates” and identify the differences A. Attached a file 2. What are the pros and cons of knn ? A. Pros: K-NN is pretty intuitive and simple: K-NN algorithm is very simple to understand and equally easy to implement. To classify the new data point…

1. Pros and cons of SVM A.  Pros SVM works relatively well when there is a clear margin of separation between classes. SVM is more effective in high dimensional spaces. SVM is effective in cases where the number of dimensions is greater than the number of samples. SVM is relatively memory efficient      Cons…

1. Perform Gradient Descent in Python with any loss function? A. Attached a Python Notebook. 2. Difference between L1 & L2 Gradient descent method  A. L1 Gradient Descent:  In this , we are trying to minimize the Mean Absolute error. We are tryinng to find a point where slope value is infinity, because the…

1)Calculate all 4 business moments using pen and paper for the below data set? A) I have attached Pdf for this question 2)What is the significance of expected value when simple mean (Sum of all observations/number of observations) is already in place? A) Expected value: It is the Probability of an event multiplied by the…

Sir, Here i have attached ipynb notebook for the Project : EDA on Life Insurance Data. Please check it.

1A: English Dictionary App import json print('Welcome to the Dictionary App') print('Please select your choice') print('1. Add a word') print('2. Find the meaning') print('3. Update the word') print('4. Exit') f = open('words.txt','w') coll_words = {} json.dump(coll_words,f) f.close() while True: n = int(input('Enter the…

1. Why there is a difference in the formula of variance for population and sample A. The formula for Variance for Population is `sigma`^2 = `Sigma`(`X i`- `mu`)^2 /N The formula for Variance for sample is `sigma`^2 = `Sigma`(`X i`- `mu`)^2 /(N-1) The difference between these formulas is a small change in the…

Aim: To calculate the section modulus of the hood design and analysing the strenth criteria Objective: To increrase the section modulus of the hood by making changes in the hood panels. Section Modulus: Section modulus is a geometric property for a given cross-section used in the design of beams or flexural members. Other…

Aim: To design a Backdoor of the car on sheet metal using he appropriate design and provided skin data by considering design rules. Objective: To design the backdoor with design methodologies and and provide the emboses,reinforcements in the inner panel and side relief in outer panel to increase the strength. Theory: Backdoor:…

AIM: To a given roof styling, create essential flanges and reinforcements.  Objective: To develop the essential flanges and reinfocements with appropriate dimensions and checking draft by using draft analysis. Calculating the Heat distortion, Snow load and section inertia on roof. Software Used: NX CAD Introduction:…

AIM: To design Hood outer panel, inner panel and the necessary reinforcements by following the Master section. OBJECTIVE: Design and develop a hood for a vehicle with reference to the provided outer panel design and provide requisite reinforcements and strengthening structures per required safety regulations, NVH limitations…

AIM: To design a  Front Fender OBJECTIVE: To design a Fender mounting on the given model by using Master sketch by considering the safety and manufacturing feasibility for possible mounting region.                                                                        …

UNDERBODY COATING: In Indian road conditions, a cars underbody is most prone to corrosion. Underbody coating provides long term protection from corrosion to car’s underbody. It also protects parts like internal body panels, frame rails and other inner cavities that are not physically accessible but are prone to corrosion.…

BenchMarking:                  It is basically comparison basis which already have in the market. On what way I have to improve the product so that my product sales more in the market (like price,features,and define the compitetors). The…

AIM: To create Metal Bracket II OBJECTIVE: To design a 'Metal Bracket' using Siemens NX Sheetmetal Application. INTRODUCTION: Sheet metal is metal formed by an industrial process into thin, flat pieces. Sheet metal is one of the fundamental forms used in metal working and it can be cut and bent into a variety of shapes.…

AIM: To Create a Bracket. OBJECTIVE: To design a 'Bracket' using Siemens NX Sheetmetal Application. INTRODUCTION: Sheet metal is metal formed by an industrial process into thin, flat pieces. Sheet metal is one of the fundamental forms used in metal working and it can be cut and bent into a variety of shapes. Countless…

AIM: To create a Odd Close Enclosure. OBJECTIVE: To design a 'Odd Close Enclosure' using Siemens NX Sheetmetal Application. INTRODUCTION: Sheet metal is metal formed by an industrial process into thin, flat pieces. Sheet metal is one of the fundamental forms used in metal working and it can be cut and bent into a variety…

AIM:  Advanced Sheet Metal Design Using NX Cad Challenge_2_Box Assembly. OBJECTIVE: To design a 'Box Assembly' using Siemens NX Sheetmetal Application. INTRODUCTION: Sheet metal is metal formed by an industrial process into thin, flat pieces. Sheet metal is one of the fundamental forms used in metal working and it…

AIM:  Advanced Sheet Metal Design Using NX Cad Challenge_1_Casing Design. OBJECTIVE: To design a 'Sheetmetal Casing' using Siemens NX Sheetmetal Application. INTRODUCTION: Sheet metal is metal formed by an industrial process into thin, flat pieces. Sheet metal is one of the fundamental forms used in metal working…

 1. Radar Mast  Front View                                       Side View                                        …

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AIM:  To do a detailed case study on Continous Variable Transmission (CVT) using BAJA ATV vehicle and write a report. THEORY: An all-terrain vehicle (ATV), also known as a light utility vehicle (LUV), a quad bike, or simply a quad, as defined by the (ANSI); is a vehicle that…

AIM: To understand the Rankine Cycle and calcualte performance factors and plot the graphs for temp.vs entropy, enthalpy vs entropy. OBJECTIVE:  Create a Rankine Cycle Simulator using MATLAB. Calculate the state points of the Rankine Cycle based on the inputs. Plot the corresponding T-s and h-s plots for the…

TASK 1 AIM: To implement control logic of a “washing machine” using Stateflow as per given sequence OBJECTIVE: If the power supply is available, the system gets activated  If the Water supply is not available, stop the process & indicate through LED Soaking time should be 200s followed by Washing time…

TASK 1 AIM: To make a simulink model of door bell using solenoid block. OBJECTIVE: Create a situation where the switch is closed for 2 seconds and then released.Observe the physical movement of the plunger.  THEORY: A solenoid is simply a specially designed electromagnet. A solenoid usually consists of a…

AIM: To Write a program to file parsing the NASA thermodynamic data and calculate the Cp,H,S values. OBJECTIVE:  Write a function that extracts the 14 co-efficients and calculates the enthalpy, entropy and specific heats for all the species in the data file. Calculate the molecular weight of each species and display…

AIM: To write a code in MATLAB to optimise the stalagmite function and find the global maxima of the function an plot the graphs. OBJECTIVE: To study about the optimization process and to find out the optimum value. Study th statistical behaviour of unbounded, bounded and increase the no of iterations…

AIM: To write a program that solves the ODE which represents the equation of a simple pendulum with damping.   OBJECTIVE: To create a animatiion of motion of simple pendulum by solving the ODE(ordinary differential equation) using matlab.   THEORY:                 …