Machine Learning Concepts

noun a particular tendency, trend, inclination, feeling, or opinion, especially one that is preconceived or unreasoned

verb to cause to have or show bias

• The study aimed to analyze the data without any bias towards a particular outcome.
• I think there's a bias in the way they grade our assignments.
• She's always showing favoritism, it's such a bias!
• His bias towards traditional values colors his perception of modern society.

noun a shapeless mass; a drop of a thick liquid or other viscous substance

• The scientist observed a mysterious blob under the microscope.
• I accidentally spilled some paint and now there's a blob on the floor.
• That blob of ketchup on your shirt is really noticeable.
• Her thoughts were like a swirling blob, impossible to untangle.

noun a convolutional neural network (in the context of computing)

verb to have a mutual relationship or connection

• The results of the study showed that the two variables were highly correlated.
• It looks like there's a strong correlation between those two things.
• Those two things seem to go hand in hand.
• Their fates seemed to be intertwined, like two sides of the same coin.

noun the act of removing or untangling something from entanglement

• The disentanglement of the complex legal issues took weeks of thorough analysis.
• Trying to figure out who said what in that argument was like a disentanglement puzzle.
• I'm so over this disentanglement drama between my friends.
• His disentanglement from the toxic relationship was a long and difficult process.

noun a lack of resemblance or similarity

• The dissimilarity between the two research studies was quite evident.
• There was a big dissimilarity between the two research studies.
• The dissimilarity between those two things was like night and day.
• The dissimilarity between their personalities was like comparing apples to oranges.

noun a person who has abandoned a course of study or who has rejected conventional society

• The school has implemented programs to prevent student dropout rates.
• I heard that John is considering being a dropout.
• Don't be a dropout, stay in school and graduate!
• Being a dropout in life means giving up on your dreams.

noun a coordinated outfit or costume

• The orchestra performed a beautiful ensemble of classical music.
• The band played an awesome ensemble of popular songs.
• The crew put together a sick ensemble for the performance.
• The team worked together in perfect ensemble to achieve their goal.

noun a statement or piece of writing that explains or clarifies something

adjective providing explanation or clarification

• The professor gave an explanatory lecture on quantum physics.
• She provided an explanatory overview of the project during the meeting.
• I need an explanatory video to understand this new game.
• Her eyes were like an explanatory window into her thoughts.

verb past tense of federate, meaning to unite or combine into a single group or organization

adjective describing a group or organization that is formed by separate organizations or groups working together

• The federated states worked together to establish a common trade agreement.
• The federated groups decided to pool their resources for the project.
• Let's join the federated crew for the event.
• The federated efforts of the team led to their success.

noun a linguistic form or rule that serves as a model for others in a particular category

adjective relating to or capable of producing something

• The generative model was able to produce realistic images based on the input data.
• The generative algorithm made some really cool pictures from the data.
• That generative thingamajig created some awesome visuals!
• Her mind was like a generative machine, constantly producing new ideas and solutions.

adjective relating to or involving induction; characterized by the inference of general laws from particular instances

• The scientist used inductive reasoning to draw conclusions based on observed patterns.
• She made an educated guess using inductive reasoning.
• He connected the dots inductively to figure out the answer.
• The detective used inductive logic to piece together the clues and solve the case.

noun a conclusion reached on the basis of evidence and reasoning

verb infer - to deduce or conclude information based on evidence and reasoning

• The scientist made an inference based on the data collected during the experiment.
• I can make an inference that she's upset because she didn't respond to my text.
• I can infer from his tone that he's not happy with the situation.
• Her eyes darted around the room, making an inference that she was nervous.

adjective capable of being understood or explained

• The data was presented in a clear and interpretable manner, allowing for easy analysis.
• The instructions were interpretable enough for me to follow without any confusion.
• I don't get this math problem, it's not very interpretable.
• The artist's abstract painting was open to interpretation, making it highly interpretable.

adjective repeating or recurring in a systematic way

• The software development process followed an iterative approach to ensure constant improvement.
• We kept making small changes to the design in an iterative manner.
• We iterated on the project until it was perfect.
• Life is an iterative process of learning and growing.

verb to say or estimate that (a specified thing) will happen in the future or will be a consequence of something

• The weather forecasters predict rain for tomorrow.
• I predict we'll win the game tonight.
• I can totally predict how this party is going to end.
• His actions predict a bright future for the company.

verb to declare or tell in advance; prophesy; foretell

• The weather forecast predicted heavy rain for tomorrow.
• My friend predicted that our team would win the game.
• I never would have predicted that she would end up dating him.
• The fortune teller predicted that I would meet someone special soon.

noun a statement about what will happen or might happen in the future

• The scientist's prediction about the impact of climate change was based on thorough research.
• I have a prediction that it's going to rain later today.
• My prediction is that she's going to ace the test.
• His prediction about the outcome of the project was like reading tea leaves.

adjective describing or indicating something that predicts or foretells future events or outcomes

• The company used predictive analytics to forecast future sales trends.
• The weather app uses predictive technology to tell you if it's going to rain.
• I can totally predict that she's going to bail on us tonight.
• His predictive instincts told him that trouble was looming ahead.

noun a person or thing that predicts something, such as a future event or outcome

• The predictor variable was found to have a significant impact on the outcome of the study.
• The predictor we used in our analysis really made a difference in the results.
• That predictor totally nailed the forecast for the game.
• Her intuition acted as a predictor of the impending danger.

noun the action or process of recognizing or being recognized

adjective recognizable or acknowledged as valid or important

• The company received international recognition for their innovative technology.
• She finally got some recognition for all her hard work.
• He's been chasing that recognition for ages.
• The artist's work is a recognition of the beauty in everyday life.

noun a statistical technique used to determine the relationship between two or more variables

• The researchers conducted a regression analysis to determine the relationship between variables.
• I heard that the boss is expecting a regression report by the end of the week.
• I'm not looking forward to the regression meeting tomorrow, it's always so boring.
• As we progress in our project, we must be careful not to let regression set in and hinder our success.

noun the quality or state of being closely connected or appropriate

adjective relevant

• The relevance of the research findings to the field of medicine cannot be overstated.
• I don't see the relevance of discussing this topic right now.
• Why are we even talking about this? It's got no relevance to our project.
• Her words carried a deep relevance that resonated with everyone in the room.

adjective Capable of being taught or trained; able to learn or acquire new skills

• The new software comes with a trainable algorithm that adapts to user behavior.
• This app has a trainable feature that learns from how you use it.
• My dog is so trainable, he picked up a new trick in just one session!
• Her mind is like a trainable muscle, always ready to learn and adapt.

adverb in a manner that relates to or involves probability or likelihood

• The outcome of the experiment can be determined probabilistically.
• We can figure out the chances of success probabilistically.
• Let's take a wild guess and do it probabilistically.
• Life is like rolling a dice probabilistically, you never know what you'll get.

adjective Relating to or involving pairs

adverb In a pairwise manner; considering each possible pair in a group

• The algorithm compares each data point pairwise to determine similarities.
• The app will show you pairwise comparisons of different products.
• Let's break it down into pairwise comparisons to make it easier to understand.
• The artist carefully arranged the colors in a pairwise fashion to create a harmonious composition.

noun the tendency to perceive meaningful connections between unrelated things

• Apophenia is the tendency to perceive connections and meaningful patterns between unrelated things.
• Some people have a tendency towards apophenia, always finding meaning in random events.
• Don't be such a apophenia, not everything has a hidden message.
• His apophenia led him to believe that seeing a black cat meant bad luck was imminent.

noun a digital asset or cryptocurrency

adjective relating to the digital asset XAI

• Explainable Artificial Intelligence (XAI) is a critical component in ensuring transparency and accountability in decision-making processes.
• I find it fascinating how XAI can help us understand why AI systems make certain decisions.
• XAI is like the AI that explains itself, pretty cool, right?
• In a world full of complex AI systems, XAI acts as a guiding light, illuminating the inner workings of algorithms.

noun A word that represents a person, place, thing, or idea. In this case, 'data' and 'revolution' are both nouns.

• The data revolution has transformed the way businesses make decisions and analyze trends.
• Have you heard about the data revolution? It's changing everything!
• The data revolution is like the new kid on the block, shaking things up.
• In the world of information, the data revolution is like a tsunami, sweeping everything in its path.

noun NLU

• Natural Language Understanding (NLU) is a branch of artificial intelligence that focuses on enabling machines to understand and interpret human language.
• I'm studying NLU to improve the accuracy of voice assistants like Siri and Alexa.
• NLU is like teaching computers to speak human.
• Mastering NLU is like deciphering the code of human communication.

adjective not balanced or in equilibrium; lacking balance or symmetry

• The distribution of resources in the country is imbalanced, with certain regions receiving more than others.
• The teams in the tournament are imbalanced, with one being much stronger than the others.
• Her workload is totally imbalanced right now, she's swamped with tasks.
• The power dynamics in the office are imbalanced, with some employees having more influence than others.

noun a colloquial term derived from the word gist, referring to the main point or essence of something

• The gisting of the report is that our sales have increased by 10% compared to last quarter.
• Can you give me the gisting of the meeting? I missed the first part.
• I didn't catch the gisting of what she was saying, can you fill me in?
• The gisting of life is to enjoy the journey, not just the destination.

noun the quality or state of being correct or precise

• The machine learning model achieved high accuracies in predicting stock market trends.
• The app's GPS feature has pretty good accuracies for finding nearby restaurants.
• My friend's weather app has crazy accuracies when it comes to predicting rain.
• His storytelling skills are so good that his accuracies in captivating the audience are unmatched.

noun a word that represents a person, place, thing, or idea

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

adverb a word that modifies or describes a verb, adjective, or another adverb

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

• The concept of 'addition latente' refers to the latent addition of certain elements.
• I'm still trying to wrap my head around the idea of 'addition latente'.
• I don't get this whole 'addition latente' thing, it's too complicated.
• The 'addition latente' of creativity to a project can really make it stand out.