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Artificial intelligence and Machine learning Applications
- 1. Artificial intelligence And Machine learning Applications Himanshu Moliya Department of research and development Planetoid Inc. January, 2022 Himanshu Moliya (Planetoid) Artificial intelligence January, 2022
- 2. Summary 1 Overview 2 Machine Learning 3 ML in Smartphones and computers 4 ML in Security 5 ML in Transportation 6 ML in Web services 7 ML in Sales and Marketing 8 Conclusion Himanshu Moliya (Planetoid) Artificial intelligence January, 2022
- 3. Overview Overview Himanshu Moliya (Planetoid) Artificial intelligence January, 2022
- 4. Overview What is Artificial intelligence (AI) Artificial intelligence is intelligence demonstrated by machines, as opposed to natural intelligence displayed by humans. Examples Using computers to solve problems Make automated decisions For tasks that, when done by humans, Typically require intelligence Himanshu Moliya (Planetoid) Artificial intelligence January, 2022
- 5. Overview Major Al Approaches Two Major Al Techniques Logic and Rules-Based Approach Machine Learning (Pattern-Based Approach) Himanshu Moliya (Planetoid) Artificial intelligence January, 2022
- 6. Overview Logic and Rules-Based Approach Logic and Rules-Based Approach Representing processes or systems using logical rules Top-down rules are created for computer Rules can be used to automate processes Examples Expert Systems Represented as logical computer rules Software computes tax liability Program with nested If and Else conditions Himanshu Moliya (Planetoid) Artificial intelligence January, 2022
- 7. Machine Learning Machine Learning Himanshu Moliya (Planetoid) Artificial intelligence January, 2022
- 8. Machine Learning Machine Learning (Pattern based) Machine Learning (Pattern based) Algorithms find patterns in data and infer rules on their own ”Learn” from data and improve over time These patterns can be used for automation or prediction ML is the dominant mode of Al today Himanshu Moliya (Planetoid) Artificial intelligence January, 2022
- 9. ML in Smartphones and computers ML in Smartphones and computers Himanshu Moliya (Planetoid) Artificial intelligence January, 2022
- 10. ML in Smartphones and computers ML in Smartphones and computers Voice Assistance (concept of speech recognition and NLP) Apple’s Siri Google Assistant Google Duplex Microsoft’s Cortona Samsung’s Bixby Figure: Voice assistants Himanshu Moliya (Planetoid) Artificial intelligence January, 2022
- 11. ML in Smartphones and computers ML in Smartphones and computers Computer Vision Applications (Smartphone Cameras)) Object Detection (locate many objects in an image) Image enhancement (Filling Missing Parts of image) OCR (Extract text from image) FASTag and License plate recognition Signature verification in banking Figure: Computer Vision Himanshu Moliya (Planetoid) Artificial intelligence January, 2022
- 12. ML in Security ML in Security Himanshu Moliya (Planetoid) Artificial intelligence January, 2022
- 13. ML in Security ML in Bio-metric Authentication Face Recognition Facebook uses Face Recognition to identify people in the image Government uses it to identify Criminals Airports uses it to identify crew members and passengers) Himanshu Moliya (Planetoid) Artificial intelligence January, 2022
- 14. ML in Security ML in Security Video Surveillance Video surveillance is used globally to detect intruders, identify threats of violence, catching criminals etc... It’s include person tracking using face data, from bank transactions activity, etc ... Figure: ML in Security Himanshu Moliya (Planetoid) Artificial intelligence January, 2022
- 15. ML in Transportation ML in Transportation Himanshu Moliya (Planetoid) Artificial intelligence January, 2022
- 16. ML in Transportation ML in Transportation Rise of ride hailing apps like OLA, Uber, Lyft, etc... Dynamic Pricing in Travel Change travel price depends upon factors like: Location What time of the day you are traveling Whether Conditions) Overall Customer Demand, Festivals Himanshu Moliya (Planetoid) Artificial intelligence January, 2022
- 17. ML in Transportation ML in Transportation Maps Services Transportation and Commuting (To identify most optimal route from source to destination) E.g. Google maps, HERE, etc... Himanshu Moliya (Planetoid) Artificial intelligence January, 2022
- 18. ML in Web services ML in Web services Himanshu Moliya (Planetoid) Artificial intelligence January, 2022
- 19. ML in Web services ML in Web services Email Filtering Use ML to figure out whether an email is spam or not Remove spam emails from your inbox Himanshu Moliya (Planetoid) Artificial intelligence January, 2022
- 20. ML in Web services ML in Web services Search Engine Translator Himanshu Moliya (Planetoid) Artificial intelligence January, 2022
- 21. ML in Sales and Marketing ML in Sales and Marketing Himanshu Moliya (Planetoid) Artificial intelligence January, 2022
- 22. ML in Sales and Marketing ML in Sales and Marketing Recommendation Engines E-commerce sites like Amazon and Flip kart Book sites like Goodreads Movie services like IMDb and Netflix Hospitality sites like MakeMyTrip, Booking.com, etc. Retail services like Stitch Fix Food aggregates like Zomato and Uber Eats Himanshu Moliya (Planetoid) Artificial intelligence January, 2022
- 23. ML in Sales and Marketing ML in Sales and Marketing Personalized Marketing (Digital Revolution) Earlier : Get calls from credit cards and loans companies offering services for free without understanding what we want Now : Calls and emails are highly personalized based on our interests. Himanshu Moliya (Planetoid) Artificial intelligence January, 2022
- 24. ML in Sales and Marketing ML in Sales and Marketing Customer Support and Chat bots Use Natural language processing (NLP) to solve customer queries No agent required to solve a) text based Queries b) Voice Based Queries Use Sentiment Analysis to get feedback and improve systems Himanshu Moliya (Planetoid) Artificial intelligence January, 2022
- 25. Conclusion Conclusion Himanshu Moliya (Planetoid) Artificial intelligence January, 2022
- 26. Conclusion Conclusion AI is at the centre of a new enterprise to build computational models of intelligence. The global machine learning market is predicted to grow from $8.43 billion in 2019 to $117.19 billion by 2027. Despite being a trending topic, the term ’machine learning’ is often used interchangeably with the concept of artificial intelligence. Himanshu Moliya (Planetoid) Artificial intelligence January, 2022
- 27. Thank you! Himanshu Moliya (Planetoid) Artificial intelligence January, 2022