Project 1

1. Perform Gradient Descent in Python with any loss function.Refer to Jupyter Notebook attached.2. Difference between L1 & L2 Gradient descent method.The L1 and L2 Gradient Descent methods refer to optimization techniques used to minimize a loss function in machine learning, often in conjunction with regularization.…

 Why there is a difference in the formula of variance for population and sampleChatGPT said:ChatGPTThe difference in the formula for variance between a population and a sample arises due to the concept of1. Population Variance:The formula for the population variance is:σ2=1N∑i=1N(xi−μ)2\sigma^2 = \frac{1}{N} \sum_{i=1}^{N}…

1)The values from the table:X:0,1,2,3,4P(X):0.35,0.25,0.15,0.15,0.101. Mean (μ):The mean is calculated as:μ=∑X⋅P(X)μ=(0⋅0.35)+(1⋅0.25)+(2⋅0.15)+(3⋅0.15)+(4⋅0.10)μ=0+0.25+0.30+0.45+0.40=1.40Mean (μ) = 1.402. Variance (σ2):The variance is:σ2=∑P(X)⋅(X−μ)2First, calculate (X−μ)2 for each X:X=0(0−1.4)2=1.96X=1(1−1.4)2=0.16X=2(2−1.4)2=0.36X=3(3−1.4)2=2.56X=4(4−1.4)2=6.76Now…

Detailed Documentation of Renewable Energy Share AnalysisBy Yeragudipati AnupamaAim:The aim of this project is to analyze the renewable energy share across various regions from 1965 to 2021, focusing on identifying global trends, regional differences, and the impact of economic development on the adoption of renewable…