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Machine Learning -- The Artificial Intelligence Revolution

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Evolved from the study of pattern recognition and computational learning theory in AI, It gives computers the ability to learn without being explicitly programmed

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Machine Learning -- The Artificial Intelligence Revolution

  1. 1. MACHINE LEARNING
  2. 2. About Machine Learning “Industrial Revolution freed humans from manual labor, the Digital Revolution probably reduced the supremacy of the human brain” - McAfee
  3. 3. Contents ■ Why Machine Learning? ■ What is Machine Learning? ■ Machine Learning vs Learning ■ Machine Learning vs Programming ■ Machine Learning vs Data Mining ■ Machine Learning APIs ■ Known Applications ■ Emerging Trends ■ Its Importance for Business
  4. 4. Why Machine Learning? ■ Problem ■ Can machines do what we (as thinking entities) do? ■ Solution ■ Machine Learning uses algorithms that can learn from and make predictions on data ■ Can even outperform humans
  5. 5. What is Machine Learning? ■ A part of Artificial Intelligence (AI) ■ Study of pattern recognition and computational learning ■ Using data to make predictions
  6. 6. Machine Learning vs Learning? ■ Machine learning is concerned with computer programs that automatically improve their performance through experience ■ Learning is any process by which a system improves performance from experience
  7. 7. Machine Learning vs Programming  Machine Learning: "Field of study that gives computers the ability to learn without being explicitly programmed". -Arthur Samuel
  8. 8. Machine Learning vs Data Mining ■ Machine learning: Predictions learnt from the training data ■ Data mining: Discovery of (previously) unknown properties in the data Data Prediction Machine Learning
  9. 9. Machine Learning APIs ■ Google Prediction API ■ Works via Google Cloud ■ Provides pattern- matching and machine learning capabilities
  10. 10. Known Applications ■ Customer feedback for businesses on Twitter ■ Online recommenders in e-commerce sites such as Amazon or Netflix ■ Optical character recognition (OCR) ■ The self-driving Google Car ■ Fraud detection systems ■ Search engines
  11. 11. Emerging Trends ■ The Brain-Computer Interface: ■ Provides certain brain patterns to the computer ■ People-Literate Technology (PLTs): ■ Convert voice or text messages into retainable intelligence
  12. 12. Importance for Business Forecasting demand with automated processes is increasing for online and real business ■ Marketing ■ E-Commerce ■ Banking ■ Healthcare ■ Agriculture ■ Education
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