We are surrounded by multiple technologies. Artificial
Intelligence, Machine Learning, Deep Learning, Data Science are
common terms nowadays. People use these terms interchangeably
but all these terms are different in terms of definition,
application, and limitations.
Nowadays we use many applications that are used in AI. There are
many industries that work with AI like Healthcare, E-Commerce,
Entertainment, Gaming, Automobile, Education, etc.
Machine Learning and deep learning are used to solve a complex
task with huge datasets to make them simple.
Artificial Intelligence:
Artificial Intelligence is a field to make a machine
intelligent. AI makes machines to act like human's brains. AI
incorporates human intelligence into machines. Intelligence
means machines can predict, classify, reason, plan, and
perceive like humans.
Applications
- Self-driving cars like Tesla, Nissan
- Voice Assistants like Siri and Alexa, Amazon Echo
Machine Learning:
It is a subset of AI. Machine Learning incorporates math and
statistics to learn from data and improve performance with
experience. Machine Learning solves the complex task with high
accuracy as compared to a human being.
Applications
- Healthcare industry like treatment recommendation
- Fraud Detection, Sentiment analysis
- Entertainment like Personal recommendation on Netflix
Deep Learning:
It is a subset of Machine Learning based on artificial neural
networks. We have a vast amount of data from different
platforms such as e-commerce, social networking sites,
internet search, etc. This data is known as Big Data. Humans
will take decades to understand this huge amount of
unstructured data. Deep Learning is used to solve more complex
tasks such as audio, video, and image classification with the
help of Neural Networks.
Applications
- Natural Language Processing
- Fraud detection
- Automatic Game Playing etc.
Differences between Artificial Intelligence, Machine Learning,
and Deep Learning:
We are using all these terms frequently in this era, but
people have confusion about the difference between these
words. Artificial Intelligence is an umbrella term. Artificial
Intelligence is a presentation layer of Machine Learning and
Deep Learning. All these three terms are interrelated but
somehow different to each other.
Artificial Intelligence, Machine Learning, and Deep Learning
have their own definitions, data requirements, level of
complexity, transparency, and limitations. Deep Learning is a
subset of Machine Learning and Machine Learning is a subset of
Artificial Intelligence.
