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Machine Learning is a concept which allows the machine to learn from examples and experience, and that too without being explicitly programmed.
It is a classification, and not a regression algorithm. It is used to estimate discrete values ( Binary values like 0/1, yes/no, true/false ) based on a given set of independent variable(s). In simple words, it predicts the probability of occurrence of an event by fitting data to a logit function.

Overview 
 
Before spectroscopic analysis (IR, NMR) became commonplace in the organic chemistry lab, chemical tests were heavily relied upon to support compound identification. A chemical test is typically a fast reaction performed in a test tube that gives a dramatic visual clue (a color change, precipitate, or gas formation) as evidence for a chemical reaction. For example, addition of an orange chromic acid reagent to some compounds causes the chromium reagent to change to a blue-green color (Figure 6.37a). This is considered a "positive" test result, and in this case indicates the presence of a functional group that can be oxidized (alcohol or aldehyde). A negative test result is retention of the original color of the reagent, in this case the orange color 

Once the product is tested and ready to be deployed it is released formally in the appropriate market. Sometimes product deployment happens in stages as per the business strategy of that organization. The product may first be released in a limited segment and tested in the real business environment (UAT- User acceptance testing).
Then based on the feedback, the product may be released as it is or with suggested enhancements in the targeting market segment. After the product is released in the market, its maintenance is done for the existing customer base.Table:



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Biochemistry is the application of chemistry to the study of biological processes at the cellular and molecular level. It emerged as a distinct discipline around the beginning of the 20th century when scientists combined chemistry, physiology, and biology to investigate the chemistry of living systems.
 
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ADHD and School interventions519 x334
School interventions should include a team approach across multiple settings, consisting of bothpreventive and intervention strategies. 

Interventions must be based upon assessment data that includes information about the student’s strengths and needs as well as the environmental conditions in which her characteristics of ADHD occur. 

Progress monitoring and strategy adjustments are critical to the success of any intervention plan (Wolraich & DuPaul, 2010).

The first step in creating classroom supports for students with ADHD is understanding thestudents’ strengths and needs. This involves formal and informal assessment, as well ascollaboration among educational professionals and the students’ families. 

Families are invaluable resources for teachers.Websites: A homework website that provides assignments for the week is very helpful to
parents and guardians of students with ADHD. Class news regarding projects and theweek’s instructional topics can also be posted.
Homework Hotline: A homework hotline that gives the assignments for the night andalso provides helpful suggestions for completing them can help families support theirchildren’s work completion.

We should emphasis a point here: ADHD is not caused by bad parenting
Causes for mental disorders are very difficult to pinpoint, but the general consensus is that they are products of the interaction of genetics with the environment. 
Certain people who have genes that influence how the brain processes dopamine may be at increased risk for ADHD, but having the genes doesn’t necessarily mean a person will show signs of the condition. 
There are a number of things that parents can do or not do that alter a child’s development—and their chances of having ADHD.
“It’s clear that early emotional neglect has profound consequences for brain development that can affect the brain structure, connectivity and capacity, including impairments in focus and attention. Exposure to toxins, such as alcohol or nicotine, in utero increases the risk for ADHD in a dose-dependent fashion.” - Joshua Cabrera, MD, clinical psychiatrist and assistant professor at the Texas A&M College of Medicine.
Although these risk factors can increase the chances of developing ADHD, for many kids, none of these risk factors are present.
“These are public health concerns and also reasons supporting early intervention efforts,” Cabrera said. “In an individual family, it’s less helpful to look back than it is to work with the present.”

JMeter is an open-source software designed for load testing and application performance measurement. It supports API testing in Java but was originally designed to test web applications.
Features:




This software supports HTTP/HTTPS, FTP, SOAP, REST, and other protocols to perform detailed testing across different application layers.
Command-line mode loads API tests from any OS.
Scripting is supported using Groovy and BeanShell languages to implement complex test logic and workflows in API performance tests.
Continuous integration is supported through third-party open-source libraries to catch API performance issues early.
Caching and replaying of API test results are supported.

Variables are containers for storing data values.
In C++, there are different types of variables (defined with different keywords), for example:

int - stores integers (whole numbers), without decimals, such as 123 or -123
double - stores floating point numbers, with decimals, such as 19.99 or -19.99
char - stores single characters, such as 'a' or 'B'. Char values are surrounded by single quotes
string - stores text, such as "Hello World". String values are surrounded by double quotes
bool - stores values with two states: true or false