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Introduction to Machine Learning
What is Machine Learning
 Machine learning is an application of artificial
intelligence that involves algorithms and data that
automatically analyse and make decision by itself
without human intervention.
 It describes how computer perform tasks on their own
by previous experiences.
 Therefore we can say in machine language artificial
intelligence is generated on the basis of experience.
Normal Computer vs ML
 The difference between normal computer software and
machine learning is that a human developer hasn’t
given codes that instructs the system how to react to
situation, instead it is being trained by a large number
of data.
Some of the machine learning algorithms are:
• Neural Networks
• Random Forests
• Decision trees
• Genetic algorithm
• Radial basis function
• Sigmoid
Types of Machine Learning
There are three types of machine learning
 Supervised learning
 Unsupervised learning
 Reinforcement learning
Machine Learning Uses:
 Traffic prediction
 Virtual Personal Assistant
 Speech recognition
 Email spam and malware filtering
 Bioinformatics
 Natural language processing
Real Time Examples for ML
 TRAFFIC PREDICTION
 VIRTUAL PERSONAL ASSISTANT
 ONLINE TRANSPORTATION
 SOCIAL MEDIA SERVICES
 EMAIL SPAM FILTERING
 PRODUCT RECOMMENDATION
 ONLINE FRAUD DETECTION
Best Programming
Languages for ML
Some of the best and most commonly used machine
learning programs are
 Python,
 java,
 C,
 C++,
 Shell,
 R,
 JavaScript,
 Scala,
 Shell,
 Julia
Difference Between Machine
Learning And Artificial
Intelligence
 Artificial Intelligence is a concept of creating intelligent
machines that stimulates human behaviour whereas
Machine learning is a subset of Artificial intelligence
that allows machine to learn from data without being
programmed.
Advantages of Machine
Learning
 Fast, Accurate, Efficient.
 Automation of most applications.
 Wide range of real life applications.
 Enhanced cyber security and spam detection.
 No human Intervention is needed.
 Handling multi dimensional data.
Disadvantages of Machine
Learning
 It is very difficult to identify and rectify the errors.
 Data Acquisition.
 Interpretation of results Requires more time and space.
Thank you
Submitted by – Mahenoor Multani

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Machine Learning.pptx

  • 2. What is Machine Learning  Machine learning is an application of artificial intelligence that involves algorithms and data that automatically analyse and make decision by itself without human intervention.  It describes how computer perform tasks on their own by previous experiences.  Therefore we can say in machine language artificial intelligence is generated on the basis of experience.
  • 3. Normal Computer vs ML  The difference between normal computer software and machine learning is that a human developer hasn’t given codes that instructs the system how to react to situation, instead it is being trained by a large number of data.
  • 4. Some of the machine learning algorithms are: • Neural Networks • Random Forests • Decision trees • Genetic algorithm • Radial basis function • Sigmoid
  • 5. Types of Machine Learning There are three types of machine learning  Supervised learning  Unsupervised learning  Reinforcement learning
  • 6. Machine Learning Uses:  Traffic prediction  Virtual Personal Assistant  Speech recognition  Email spam and malware filtering  Bioinformatics  Natural language processing
  • 7. Real Time Examples for ML  TRAFFIC PREDICTION  VIRTUAL PERSONAL ASSISTANT  ONLINE TRANSPORTATION  SOCIAL MEDIA SERVICES  EMAIL SPAM FILTERING  PRODUCT RECOMMENDATION  ONLINE FRAUD DETECTION
  • 8. Best Programming Languages for ML Some of the best and most commonly used machine learning programs are  Python,  java,  C,  C++,  Shell,  R,  JavaScript,  Scala,  Shell,  Julia
  • 9.
  • 10. Difference Between Machine Learning And Artificial Intelligence  Artificial Intelligence is a concept of creating intelligent machines that stimulates human behaviour whereas Machine learning is a subset of Artificial intelligence that allows machine to learn from data without being programmed.
  • 11. Advantages of Machine Learning  Fast, Accurate, Efficient.  Automation of most applications.  Wide range of real life applications.  Enhanced cyber security and spam detection.  No human Intervention is needed.  Handling multi dimensional data.
  • 12. Disadvantages of Machine Learning  It is very difficult to identify and rectify the errors.  Data Acquisition.  Interpretation of results Requires more time and space.
  • 13. Thank you Submitted by – Mahenoor Multani