November 2022

Purpose This assignment will develop your skills in designing, constructing, testing, and documenting a Python program according to specific programming standards. This assessment is related to the following learning outcome (LO): ● LO2 – Restructure a computational program into manageable units of modules and classes using the object-oriented methodology ● LO3 – Demonstrate Input/Output strategies in a Python application and apply appropriate testing and exception handling techniques ● LO4 – Investigate useful Python packages for scientific computing and data analysis; ● LO5 – Experiment with data manipulation, analysis, and visualisation technique to formulate business insight. Your task This assignmen

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FIT9136 Algorithms and Programming Foundations in Python Assignment 3 OCT 2022 1 Table of Contents 1. Key Information 2. The Assignment 2.1. The Dataset: HardwareRecs 2.2. Task 1: Handling with File Contents and Preprocessing 2.3. Task 2: Building a Class for Data Analysis 2.4. Task 3: Analyzing the File for Data Visualization 2.5. User Manual […]

Purpose This assignment will develop your skills in designing, constructing, testing, and documenting a Python program according to specific programming standards. This assessment is related to the following learning outcome (LO): ● LO2 – Restructure a computational program into manageable units of modules and classes using the object-oriented methodology ● LO3 – Demonstrate Input/Output strategies in a Python application and apply appropriate testing and exception handling techniques ● LO4 – Investigate useful Python packages for scientific computing and data analysis; ● LO5 – Experiment with data manipulation, analysis, and visualisation technique to formulate business insight. Your task This assignmen Read More »

To help with your implementation, we have provided a few sample inputs. They can be found in the data/inputs folder. The ground-truth files can be found in data/ground-truth. Your predictions will be stored in data/predictions. For test cases 1 and 2, the inputs will be on the example given in Lecture 9: For case 3, we will use a slightly larger graph. Note that the ground-truth might be slightly different from your answers. We will assume a tolerance up to 1 decimal place. During grading, your code will be e

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S5340 Assignment 4 (Semester 1, AY2022/2023) 1 CS5340 ASSIGNMENT 4: MONTE CARLO INFERENCE 1. OVERVIEW In this assignment, you will write code to perform Monte Carlo inference i.e. Importance sampling and Gibbs sampling. Often, marginalization over large/continuous probability distributions can be intractable. In Monte Carlo inference, we circumvent this problem by sampling from simpler proposal

To help with your implementation, we have provided a few sample inputs. They can be found in the data/inputs folder. The ground-truth files can be found in data/ground-truth. Your predictions will be stored in data/predictions. For test cases 1 and 2, the inputs will be on the example given in Lecture 9: For case 3, we will use a slightly larger graph. Note that the ground-truth might be slightly different from your answers. We will assume a tolerance up to 1 decimal place. During grading, your code will be e Read More »

Rate-Distortion and Echos In class the VAE we trained used a loss function composed of a data term (the MSE) and a prior term (the KL divergence). A week or so later we derived the β-VAE, which relaxes a constrained optimization problem to the following (unconstrained) loss: L[p, q] = ? log p(x|z)︸ ︷︷ ︸ MSE +β KL[ q(z|x) ∥ p(z) ]︸ ︷︷ ︸ prior a) Describe VAE behavior at the extreme cases of β → 0 and β →∞. b) We also discussed the

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CS 8395: Homework 2 Overall directions Any resource available to you may be used to answer the homework questions, and you may collaborate with anyone in the class, with the following caveats: You must record the names of your collaborators at the top of your homework. You are strongly encouraged to avoid copying code/answers directly;

Rate-Distortion and Echos In class the VAE we trained used a loss function composed of a data term (the MSE) and a prior term (the KL divergence). A week or so later we derived the β-VAE, which relaxes a constrained optimization problem to the following (unconstrained) loss: L[p, q] = ? log p(x|z)︸ ︷︷ ︸ MSE +β KL[ q(z|x) ∥ p(z) ]︸ ︷︷ ︸ prior a) Describe VAE behavior at the extreme cases of β → 0 and β →∞. b) We also discussed the Read More »

What modern animals have a similar adaptation to feeding and what do their toothmarks on plants look like?

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NO PLAGIARISM; READ DIRECTIONS CAREFULLY; FOLLOW ALL DIRECTIONS; ANSWER ALL QUESTIONS; USE REAL RESOURCES DO NOT MAKEUP RESOURCES TOPIC Iguanodontians lacked teeth on their premaxillaries, yet the rest of their teeth are clearly adapted for tearing and chewing plant material. Assuming an iguanodontian pulled plant material into its mouth using teeth from the dentary but

What modern animals have a similar adaptation to feeding and what do their toothmarks on plants look like? Read More »

What modern animals have a similar adaptation to feeding and what do their toothmarks on plants look like?

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NO PLAGIARISM; READ DIRECTIONS CAREFULLY; FOLLOW ALL DIRECTIONS; ANSWER ALL QUESTIONS; USE REAL RESOURCES DO NOT MAKEUP RESOURCES TOPIC Iguanodontians lacked teeth on their premaxillaries, yet the rest of their teeth are clearly adapted for tearing and chewing plant material. Assuming an iguanodontian pulled plant material into its mouth using teeth from the dentary but

What modern animals have a similar adaptation to feeding and what do their toothmarks on plants look like? Read More »

Provide examples of how you use debt and equity in your personal financial life that parallels the basic capital structure decisions made by a firm.

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Overview Take control of your money! This concept is extremely important because it can influence a company’s return and your capital structure. How does a firm’s capital structure relate to your personal capital structure? In what ways are they similar? Provide examples of how you use debt and equity in your personal financial life that

Provide examples of how you use debt and equity in your personal financial life that parallels the basic capital structure decisions made by a firm. Read More »

Provide examples of how you use debt and equity in your personal financial life that parallels the basic capital structure decisions made by a firm.

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Overview Take control of your money! This concept is extremely important because it can influence a company’s return and your capital structure. How does a firm’s capital structure relate to your personal capital structure? In what ways are they similar? Provide examples of how you use debt and equity in your personal financial life that

Provide examples of how you use debt and equity in your personal financial life that parallels the basic capital structure decisions made by a firm. Read More »

Explain your plan to transform knowledge utilizing skills from the critical thinking.

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At the beginning of the course, you learned about alone thinking to systems thinking and how it impacts change with evidence based practice research and application of critical thinking. Write a paper that: Identifies a nursing topic that you would like to change in your hospital setting. Predict potential barriers to this change. Explain your

Explain your plan to transform knowledge utilizing skills from the critical thinking. Read More »

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