Develop a predictive model and analysis write up to predict how many times a review was deemed helpful by other users. (Helpful votes).

Provide two insights, one actionable recommendation, and state highest model r-square value.

Tell the story of your analysis through:
exploratory data analysis
feature treatment and engineering
utilizing appropriate modeling techniques

Model will be assessed on:
R-Square value on unseen data (randomly seeded)
Processing speed (see coding requirements below)
Appropriateness for the problem at hand
Being submitted as a .py script

only this function is given in solution file
def pq(data, P, init_centroids, max_iter):
    pass
please read the attached doc file for exact question and instructions!
doc file is the question
(lx_pq is a slide to help)

Texture synthesis from the input message and and transfer it to another image but not the whole of the image, just a specific portion of the image has to be selected and the texture has to be applied.
There is algorithm in the reference paper below.
https://graphics.stanford.edu/papers/texture-synthesis-sig01/

A barrier is a thread-synchronization mechanism that forces the threads to wait until all have reached a certain point (the barrier). Once all threads have reached this point, they may all continue. An interface for a barrier appears as follows:
public interface Barrier{
/**Each thread calls this method when it reaches the barrier. All threads are released to continue processing when the last thread calls this method.*/
public void waitForOthers();
/** Release all threads from waiting for the barrier. Any future calls to waitForOthers() will not wait until the Barrier is set again with a call to the constructor.*/
public void freeAll(); }
The following code segment of the Factory class establishes a barrier and creates 10 Worker threads that will synchronize according to the barrier:
final int THREADCOUNT = 10;
Barrier barrier = new BarrierImpl(THREAD COUNT); for (int i = 0; i < THREAD COUNT; i++)
(new Worker(barrier)).start();
Note that the barrier mus

We have Raspberry Pi 4 and its camera, uArm Swift Pro

Image processing: detect multiple leaves by OpenCV( better if available), generate coordinates. uArm movement to tap on leaves.

GUI for control

database of measured leaves size.

price negotiable!!!!!

Opacities in the lungs caused by pneumonia

In spring of 2020, the spread of COVID-19 caused hundreds of thousands of deaths world wide due to the severe pneumonia in combination of immune system reactions to it. Your job is to develop an AI system that detects pneumonia. Doctors are reluctant to accept black box algorithms such as your deep learning based method - as an AI engineer you need to listen to them and try to satisfy their needs, they are your customer after all. They tell you that your automated diagnostic system that processes the imaging they give you, must be explainable.

They give you the COVID X-ray / CT Imaging dataset and:

    First you find this this implementation of the method called Local Interpretable Model-Agnostic Explanations (i.e. LIME). You also read this article and you get your hands dirty and replicate the results in your colab notebook with GPU enabled kernel(40%).
    A fellow AI engineer, tells you about anot

Designing Business Intelligence Reports:
In this assignment you will learn how to create new reports that will be used by different people in the organization. Business intelligence reports are very important communication tools in managerial decision-making and are targeted to variety of audiences that include accountants, finance professionals, marketers, salespeople, product managers, among others. The relevance, utility and timeliness of presented information are critical for effective and efficient decision-making. This exercise will provide you with a hands-on experience in understanding and building information-rich business reports.
Business Case:
You are the analyst at the business intelligence department of a retail, marketing and auditing consulting company and your new client is a Global Toys Corporation, one of the worlds largest toy manufacturers with operations across the globe. Few weeks ago, the company appointed a new Marketing Director, and in a recent prese

Urgent - Need to solve Chemical Thermodynamics Questions.

The questions are going to be tied with electrolyte systems as well.

The actual set of questions that I will provide you with will be sent on Monday 12 pm EST and I will expect the solutions in 12 hrs which is 00.00 am EST.

The sample type of questions are here : you do not need to solve them just to see the level of difficulty

Select an industry of your choice and review its compliance requirements. Then, using a fictitious company that is just starting out, identify the essential elements of what is required to attain compliance or successful cybersecurity resilience. Within a report to the CIO, present this information from a legal standpoint making sure to address the following:
1.    Identify any industry specific compliances that must be met (i.e., HIPAA, COPPA, DOD). Determine what overarching guidance they must comply with. Determine what overarching laws they must comply with.
2.    Examine the requisite set of standards, frameworks, policies, and best practices most helpful in the development and implementation of the organizations objectives.
3.    Identify the organization's critical data infrastructure assets (i.e., network, telecom, utilities, applications, computers and client data categories).
4.    Identify human resourc

Write and execute a MapReduce java program to figure out the top 100 trending songs from  stream data, on a daily basis, for the week December 25-31 .

sample input file : https://s3.amazonaws.com/mapreduce-project-bde/trending_data_daily.csv

sample output file :https://s3.amazonaws.com/mapreduce-project-bde/saavn_sample_data.txt