Going to sleep in your
fully automated
home?
What happens next?
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Time for AI to do its
magic!
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Lights Out!
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You wake up and AI
analyses your mood
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Plays music or news
based on your mood
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And your cab is
booked in no time!
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AI is to create
another human that
does not live but only
thinks
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“Machine learning is the scientific
study of algorithms and statistical
models that computer systems use
to perform a specific task without
using explicit instructions, relying on
patterns and inference instead. It is
seen as a subset of artificial
intelligence.”
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Steps for Machine Learning
Step 1: Data Collection
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Steps for Machine Learning
Step 2: Data Preparation
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Steps for Machine Learning
Step 3: Choose a Model
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Steps for Machine Learning
Step 4:Train the Model
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Steps for Machine Learning
Step 5: Evaluate the Model
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Steps for Machine Learning
Step 6: ParameterTuning
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Steps for Machine Learning
Step 7: Make Predictions
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Types of Machine
Learning
1. Supervised
Learning
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Types of Machine
Learning
2. Unsupervised
Learning
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Types of Machine
Learning
3. Reinforcement
Learning
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Supervised Learning
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How do I make my computer
differentiate between them?
Supervised Learning
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Supervised Learning
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Make the Model!
Supervised Learning
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This is a
Pigeon
This is a
Penguin
Supervised Learning
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Supervised Learning Algorithms
Linear
Regression
Random
Forest
Decision
Trees
Naïve Bayes
Classifier
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So many fruits!Which is
which? I don’t know.
Unsupervised Learning
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Model will differentiate!
ShapeColor Size
Unsupervised Learning
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Unsupervised Learning
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Unsupervised Learning Algorithms
K – Means
Clustering
Apriori
Algorithm
Association
Rules
Hierarchical
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Good Action
gives
Reward
Bad Action
gives
Punishment
Reinforcement Learning
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This is MarI/O.
An algorithm created by
SethBling, aYouTuber that
learnt to play Super Mario by
itself
Reinforcement Learning
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Environment
State
Reward
Action
Agent
Action
Reinforcement Learning
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Agent
Reward
State
Reinforcement Learning
Environment
State
Reward
Action
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With enough interactions and
training itself, it goes from
being this!
Reinforcement Learning
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ToTHIS!
Reinforcement Learning
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Applications of Machine Learning
Image Recognition
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Applications of Machine Learning
Prediction
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Applications of Machine Learning
E-Mail Spam Control
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Applications of Machine Learning
Virtual Assistants
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Applications of Machine Learning
Product
Recommendation
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What can you be with Machine Learning?
Machine
Learning
Engineer
AI Engineer Data Analyst
Data
Engineer
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Machine Learning in 10 Minutes | What is Machine Learning? | Edureka