machine learning fairness
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idiom

machine learning fairness

Meaning
the concept of ensuring that machine learning models make unbiased, equitable decisions.
Example
The research team focused on improving **machine learning fairness** to eliminate discrimination.
phrasal-verb

make out to be

Meaning
to claim or pretend something about someone or something
Example
He’s not as rich as he **makes out to be**.
phrasal-verb

make for

Meaning
to move toward a place; to contribute to or cause something
Example
The boy **made for** the door when he heard his name.
idiom

move with the times

Meaning
to change and adapt as things in society or technology change
Example
Businesses must **move with the times** to stay relevant.
idiom

move up the ladder

Meaning
to be promoted or advance in one’s job
Example
She hopes to **move up the ladder** by the end of the year.
idiom

manna from heaven

Meaning
an unexpected gift or blessing
Example
The bonus was **manna from heaven** during the tough month.
idiom

mark down

Meaning
to reduce the price of something
Example
The store **marked down** winter coats in March.
phrasal-verb

mingle with

Meaning
to move around and talk to different people at a social event
Example
Try to **mingle with** new people at the party.
idiom

Miracles happen

Meaning
Unexpected good things can occur.
Example
Don’t lose faith—**miracles happen** every day.
phrasal-verb

move forward with joy

Meaning
to continue with a happy and positive attitude
Example
Let’s **move forward with joy** and not dwell on the past.
idiom

move the needle

Meaning
to make a noticeable difference or impact
Example
This new strategy will really **move the needle** for our company.
phrasal-verb

map out for

Meaning
to plan each step carefully for a specific purpose
Example
We **mapped out for** the fundraiser so nothing would be missed.
phrasal-verb

move ahead

Meaning
to make progress; to go forward
Example
Despite the delay, the project will **move ahead** as planned.
idiom

make your blood run cold

Meaning
to cause extreme fear or horror
Example
The ghost story **made my blood run cold**.
idiom

make friends

Meaning
to form new friendships
Example
It’s easy to **make friends** when you’re kind to others.
idiom

my bad

Meaning
a casual way to admit a small mistake
Example
Oh, I forgot to bring your book — **my bad**!
idiom

make a comeback

Meaning
to return to success after a period of failure
Example
After a year of struggle, the team managed to **make a comeback** and won the championship.
idiom

motivate the team

Meaning
to encourage and inspire your team to work harder and achieve goals
Example
As a manager, one of my primary goals is to **motivate the team** to reach their highest potential.
idiom

measure up

Meaning
to meet expected standards
Example
The new hire has to **measure up** to the team’s standards.
phrasal-verb

move forward with

Meaning
to continue progressing with a plan or idea
Example
After months of preparation, they decided to **move forward with** the project.
idiom

man’s best friend

Meaning
a common phrase for a dog, symbolizing loyalty and friendship
Example
They say a dog is **man’s best friend**.
phrasal-verb

move on to

Meaning
to go to another place after finishing one
Example
After visiting Paris, we’ll **move on to** Rome.
idiom

make waves

Meaning
to cause trouble or create a significant impact
Example
The new policy **made waves** throughout the organization.
idiom

meet someone halfway

Meaning
to agree to compromise with someone
Example
We finally **met each other halfway** and agreed on a solution.
idiom

make up for

Meaning
to compensate for something
Example
We’ll **make up for** the delay with extra support.
idiom

mark up

Meaning
to increase the price of something
Example
Vendors plan to **mark up** prices during the festival.
idiom

Money talks

Meaning
Money has great influence and power.
Example
He got the deal because **money talks**.
phrasal-verb

mess up

Meaning
to make a mistake; to spoil something
Example
I really **messed up** my presentation yesterday.
phrasal-verb

make amends with

Meaning
to do something to show you are sorry and to fix a problem
Example
She tried to **make amends with** her colleague after the heated argument.
phrasal-verb

map onto

Meaning
to match or connect with a particular plan or idea
Example
Your skills **map onto** the company’s long-term vision perfectly.
idiom

Move heaven and earth

Meaning
To do everything possible to achieve something.
Example
They **moved heaven and earth** to save the project.
idiom

mud-slinging

Meaning
the act of criticizing someone, especially in politics, to harm their reputation
Example
The debate turned into **mud-slinging** very quickly.
phrasal-verb

measure up to

Meaning
to meet a required ethical or professional standard
Example
All employees are expected to **measure up to** the company’s moral values.
phrasal-verb

move past hurt

Meaning
to recover emotionally from a painful experience
Example
It took her years to **move past hurt** and trust again.
idiom

mind your peace and quiet

Meaning
to protect your calm and avoid stress or disturbance
Example
She values her alone time to **mind her peace and quiet**.
idiom

mutton dressed as lamb

Meaning
an older person trying to look younger
Example
People laughed when she wore teenage clothes — they said she was **mutton dressed as lamb**.
idiom

make a mark

Meaning
to have a noticeable impact or influence
Example
Her speech at the conference really **made a mark** on the audience.
idiom

mull over

Meaning
to think carefully about something
Example
Take a day to **mull over** the offer.
idiom

make up your mind

Meaning
to decide something
Example
You need to **make up your mind** about which job to take.
idiom

make progress

Meaning
to move forward or improve
Example
She is slowly **making progress** with her studies.
idiom

move forward

Meaning
to continue with progress after a delay or challenge
Example
After reviewing the feedback, we can **move forward** with the design.
phrasal-verb

move toward

Meaning
to progress or advance in the direction of change or improvement
Example
Societies are slowly **moving toward** greater gender equality.
phrasal-verb

mix in with

Meaning
to participate socially and integrate with others in a group
Example
He tried to **mix in with** the team by joining their weekend activities.
idiom

make sense of

Meaning
to understand something that is complicated or unclear
Example
I finally **made sense of** the instructions after reading them twice.
phrasal-verb

mix with

Meaning
to socialize and talk with different people
Example
At the party, he tried to **mix with** everyone.
idiom

music to one’s ears

Meaning
something that makes someone feel very happy or pleased
Example
The news of his promotion was **music to his ears**.
idiom

make small talk

Meaning
to have a casual conversation about unimportant topics
Example
We started to **make small talk** while waiting for the meeting to begin.
idiom

much obliged

Meaning
used to express thanks politely
Example
I'm **much obliged** for your help today.
idiom

make a splash

Meaning
to attract a lot of attention or make a strong impression
Example
The new product launch really **made a splash** in the market.
idiom

Make the most of something

Meaning
To use something to its full potential.
Example
You should **make the most of this opportunity**.
idiom

make up

Meaning
to reconcile after an argument or fight
Example
They always **make up** after small arguments.
idiom

money burns a hole in your pocket

Meaning
to be eager to spend money quickly
Example
He just got paid, and already **money burns a hole in his pocket**.
phrasal-verb

move toward improvement

Meaning
to progress gradually toward a better state or process
Example
Every organization must **move toward improvement** to stay competitive.
idiom

mix together

Meaning
to combine different things into one
Example
**Mix together** the spices before adding them to the stew.
phrasal-verb

map out a growth plan

Meaning
to design steps that will help you develop professionally
Example
I **map out a growth plan** each quarter with my mentor.
idiom

make history

Meaning
to do something very important that will be remembered
Example
The young scientist **made history** by discovering a new planet.
idiom

make hay while the sun shines

Meaning
take advantage of a good situation while it lasts
Example
You should **make hay while the sun shines** and finish your work early.
idiom

mind over matter

Meaning
the use of willpower to overcome physical problems
Example
Running that marathon was pure **mind over matter**.
phrasal-verb

move through

Meaning
to pass through or experience something from start to end
Example
We had to **move through** many challenges to succeed.
idiom

make your mark

Meaning
to achieve distinction or recognition
Example
He worked hard to **make his mark** in the tech industry.
idiom

Meet your Waterloo

Meaning
To face a final and decisive defeat.
Example
After years of success, the company finally **met its Waterloo** when sales plummeted.
idiom

make the tough calls

Meaning
to make difficult decisions in challenging situations
Example
Being a leader means sometimes having to **make the tough calls**.
idiom

make a fuss

Meaning
to complain or get angry about something small or unimportant
Example
She always **makes a fuss** about her food being cold.
idiom

make friends with

Meaning
To become friendly with someone.
Example
It’s easy to **make friends with** kind people.
phrasal-verb

move away from

Meaning
to stop focusing on or using something
Example
The economy is **moving away from** dependency on foreign aid.
phrasal-verb

mess around

Meaning
to spend time doing unimportant or fun things
Example
We just **messed around** in the park all afternoon.
idiom

make it happen

Meaning
take action to achieve something
Example
Stop dreaming and **make it happen**.
idiom

mend fences

Meaning
to repair a damaged relationship
Example
She called her friend to **mend fences** after their disagreement.
idiom

meet halfway

Meaning
to compromise by agreeing to part of what each person wants
Example
We decided to **meet halfway** and agree on a fair price.
phrasal-verb

make amends for

Meaning
to do something to show you are sorry for hurting someone
Example
She tried to **make amends for** her mistake.
idiom

move the goalposts

Meaning
to change the rules or conditions to make success harder
Example
They **moved the goalposts** after we had agreed on the terms.
phrasal-verb

melt away

Meaning
when snow or ice disappears as it gets warmer
Example
The snow quickly **melted away** in the morning sun.
phrasal-verb

move upward in mindset

Meaning
to develop a more positive and confident way of thinking
Example
With the right attitude, you can **move upward in mindset** easily.
idiom

make someone's jaw drop

Meaning
to surprise or amaze someone greatly
Example
Her stunning dress **made everyone's jaw drop**.
phrasal-verb

map against

Meaning
to compare something with a standard or benchmark
Example
Finance **maps against** last year's numbers before approving raises.
idiom

make a long story short

Meaning
to tell something briefly
Example
To **make a long story short**, I missed my flight.
phrasal-verb

move into

Meaning
to start working in a new role or area
Example
She recently **moved into** a senior management position.
phrasal-verb

move up the value chain

Meaning
to shift toward producing more advanced or higher-value products
Example
The nation is working to **move up the value chain** by investing in technology.
phrasal-verb

make over

Meaning
to change the appearance or style of something; to transfer ownership
Example
They completely **made over** the kitchen last month.
idiom

Make a move

Meaning
to take action or start doing something
Example
If you want success, it’s time to **make a move**.
idiom

Move fast and break things

Meaning
To innovate quickly, even if mistakes happen along the way.
Example
Our CEO encourages us to **move fast and break things** to stay ahead of competitors.
idiom

make strides

Meaning
to make noticeable progress
Example
The company has really **made strides** in product development.
idiom

make an example of someone

Meaning
to punish someone to warn others
Example
The boss **made an example of** the dishonest employee.
phrasal-verb

make up after

Meaning
to become friends again after an argument
Example
They finally **made up after** not speaking for weeks.
phrasal-verb

make do with

Meaning
to manage with something less than ideal
Example
We didn’t have enough chairs, so we had to **make do with** stools.
idiom

make it to the top

Meaning
to reach the highest point of success
Example
After years of hard work, he finally **made it to the top** of his career.
idiom

move up

Meaning
to advance to a higher level or position
Example
She hopes to **move up** to a senior role next year.
idiom

move past

Meaning
to overcome or stop focusing on something
Example
It’s time to **move past** the misunderstanding.
phrasal-verb

meet up to

Meaning
to reach or satisfy a particular standard or expectation
Example
Our design must **meet up to** the client’s expectations before the deadline.
idiom

market forces

Meaning
the economic factors affecting the supply and demand of goods and services in a market
Example
The price increase is driven by **market forces**, as demand for the product rises.
idiom

move mountains

Meaning
to achieve something very difficult
Example
With determination, you can **move mountains**.
idiom

moral compass

Meaning
a person’s ability to judge what is right and wrong
Example
Developers must keep their **moral compass** while designing AI tools.
idiom

make a scene

Meaning
to create a noisy or dramatic disturbance
Example
Please don’t **make a scene** in public.
idiom

more luck than sense

Meaning
successful because of luck, not intelligence
Example
He survived the accident—he’s got **more luck than sense**.
phrasal-verb

move beyond

Meaning
to progress further than a previous level or limitation
Example
He tried to **move beyond** his earlier academic failures.
phrasal-verb

mark out

Meaning
to distinguish or define a special cultural space or event
Example
They **marked out** an area in the village square for the cultural exhibition.
phrasal-verb

map out a plan

Meaning
to carefully plan or design steps to achieve a goal
Example
She **mapped out a plan** for reaching her five-year career goals.
idiom

malware

Meaning
software designed to damage or disrupt computers or networks
Example
The antivirus software successfully removed the **malware** from the system.
idiom

Make up one's mind

Meaning
To decide or come to a conclusion about something.
Example
After much deliberation, he finally **made up his mind** and chose the first option.
phrasal-verb

move towards

Meaning
to make progress in the direction of something
Example
The company is **moving towards** a more sustainable model.
idiom

Make headlines

Meaning
To become an important news story
Example
Her sudden resignation **made headlines** across the country.
idiom

mums the word

Meaning
keep silent about a secret
Example
**Mum’s the word** about the new project.
phrasal-verb

manage with

Meaning
to cope using what is available
Example
We’ll have to **manage with** what we have for now.
phrasal-verb

make off with

Meaning
to steal something and run away
Example
A thief **made off with** her handbag in the market.
idiom

meet and greet

Meaning
an event where people meet and introduce themselves
Example
The company organized a **meet and greet** for new employees.
phrasal-verb

move along

Meaning
to continue going; to tell someone to keep moving
Example
The police asked the crowd to **move along** and not block the road.
idiom

move up the ranks

Meaning
to be promoted to higher positions over time
Example
He started as an assistant but quickly **moved up the ranks**.
phrasal-verb

map out choices

Meaning
to list different options with their details
Example
We **map out choices** before deciding which project to take on.
idiom

make someone green

Meaning
to make someone jealous
Example
Her success **made her colleagues green**.
phrasal-verb

mix up ideas

Meaning
to combine different ideas to create something new
Example
Our marketing team loves to **mix up ideas** from different industries.
phrasal-verb

mix with locals

Meaning
to socialize or interact with local people
Example
Students are encouraged to **mix with locals** to practice the language.
idiom

mind the gap

Meaning
to be aware of potential problems or discrepancies
Example
The developer needs to **mind the gap** between AI expectations and real-world capabilities.
idiom

masterpiece in the making

Meaning
something developing into something great
Example
Her latest project looks like **a masterpiece in the making**.
phrasal-verb

move up professionally

Meaning
to advance to a higher position or level in one’s career
Example
He worked hard to **move up professionally** within the company.
idiom

move ahead with

Meaning
to continue progress on something
Example
Despite the delay, we’ll **move ahead with** the rollout.
idiom

machine learning

Meaning
A method of data analysis that automates analytical model building.
Example
We used **machine learning** to predict customer behavior.
idiom

make yourself clear

Meaning
to express yourself so that others understand you easily
Example
Could you **make yourself clear**, please?
idiom

make headway

Meaning
to make progress or advance
Example
We are finally **making headway** with our new project.
phrasal-verb

move aside

Meaning
to step to the side to let someone or something pass
Example
Please **move aside** so the ambulance can go through.
phrasal-verb

move up in

Meaning
to advance or get promoted within an organization
Example
She worked hard to **move up in** her company.
phrasal-verb

move down

Meaning
to go to a lower position, level, or rank
Example
He had to **move down** to a smaller apartment to save money.