Machine Learning Algorithms

noun a process or set of rules to be followed in calculations or other problem-solving operations, especially by a computer.

• The algorithm used in the software is designed to optimize efficiency.
• I don't really understand how the algorithm works, but it seems to do the job.
• The algorithm for this game is pretty intense, you'll have to really think ahead.
• Life sometimes feels like an algorithm, with predictable patterns and outcomes.

noun a noun is a person, place, thing, or idea. In this case, 'computer program' is a noun referring to a set of instructions that tell a computer how to perform specific tasks.

• The computer program was designed to streamline the company's data management process.
• I downloaded a new computer program to help me organize my schedule.
• I'm trying to learn how to code so I can create my own sick computer program.
• Her mind worked like a complex computer program, processing information at lightning speed.

noun facts and statistics collected together for reference or analysis

• The scientist collected and analyzed the data to draw conclusions.
• I need to gather all the data before we can make a decision.
• I can't believe she leaked all that data online.
• Her emotions were like data points, scattered and hard to interpret.

noun a conclusion reached on the basis of evidence and reasoning

adjective relating to or involving inference; serving to infer or deduce

• The inferential statistics used in the research study helped draw conclusions from the data.
• I made an inferential guess based on the clues she gave me.
• I totally inferred that she was into him just by the way she was looking at him.
• His inferential reasoning led him to believe that she was hiding something.

noun a measure of how likely it is that something will happen

adjective relating to the likelihood of something happening

• The probability of a fair coin landing on heads is 0.5.
• What's the probability of it raining tomorrow?
• What are the chances of us getting caught?
• There's a high probability of him winning the race with his skills.

noun a return to a former or less developed state

verb to return to a former or less developed state

• The patient's condition began to regress after stopping the medication.
• I feel like my progress is starting to regress in this class.
• If you keep skipping practice, your skills will regress for sure.
• As the project deadline approached, the team's productivity seemed to regress instead of progress.

noun the state of being scarce or in short supply; a small amount or number

• The sparsity of data in this study makes it difficult to draw meaningful conclusions.
• There's a real sparsity of good restaurants in this area.
• I can't believe the sparsity of snacks in this house!
• The sparsity of love in his life left him feeling empty.

noun a person related by marriage

adjective relating to or denoting a relationship by marriage and not by blood

• The transformation between two affine spaces can be described by an affine map.
• An affine transformation basically just moves things around without distorting them.
• Affine stuff is all about shifting and scaling without changing the shape.
• In a way, our relationship can be seen as an affine transformation, changing but staying connected.

noun a proper noun referring to a specific entity or location

• Minbeyk is a traditional dish in the region, consisting of slow-cooked lamb and fragrant spices.
• Have you tried Minbeyk before? It's a must-try when visiting that area.
• I'm craving some Minbeyk right now, it's so flavorful and satisfying.
• The aroma of Minbeyk filled the air, bringing back memories of family gatherings and celebrations.

adverb relating to or using algorithms, which are step-by-step procedures for calculations or problem-solving

• The data was processed algorithmically to identify patterns and trends.
• The computer figured it out all by itself using some fancy algorithmically thing.
• The app just does its thing algorithmically, you don't even have to think about it.
• She approached the problem algorithmically, breaking it down step by step.

verb to remove duplicate entries or data from a database or list

• The software solution is designed to dedupe duplicate records in the database.
• I need to dedupe my contact list before sending out the email.
• I'm gonna run a dedupe on my playlist to get rid of any repeat songs.
• In order to streamline the process, we need to dedupe unnecessary steps in the workflow.

noun a diagram or chart that helps make decisions by mapping out different possible outcomes and their probabilities

• The decision tree is a popular tool used in data mining and machine learning.
• I used a decision tree to help me decide which car to buy.
• I totally used the decision tree method to figure out who to invite to the party.
• Life is like a decision tree, with each choice leading to different outcomes.

noun a mathematical expression used in algebra to determine the nature of the roots of a quadratic equation

• The discriminant of a quadratic equation helps determine the nature of its roots.
• The discriminant tells us if the quadratic equation has real roots or not.
• The discriminant is like a math detective that helps us solve quadratic equations.
• Just like a compass points us in the right direction, the discriminant guides us in solving quadratic equations.

noun a word that refers to a person, place, thing, event, substance, or quality

adjective a word that describes or gives more information about a noun

preposition a word that shows the relationship between a noun (or pronoun) and other words in a sentence

article a word that is used to indicate whether a noun is specific or unspecific

• The law of large numbers, a fundamental concept in probability theory, states that as the number of trials increases, the experimental probability of an event approaches the theoretical probability.
• So basically, the law of large numbers says that the more times you try something, the closer your results will get to the expected outcome.
• The law of large numbers is like saying the more you do something, the more likely you are to get the result you're aiming for.
• In life, the law of large numbers is like saying the more chances you take, the higher your chances of success become.