6 g white paper on machine learning
- 1. 6G WHITE PAPER ON MACHINE LEARNING MIRZA TIMOOR SULTAN BAIG
- 3. WHAT IS MACHINE LEARNING • Programming a computer to optimize performance standard by using past experience • machine language is a branch of artificial intelligence • Calculation of algorithm allow computer to develop behavious based on real data
- 4. QUICK FACT OF MACHINE LEARNING Machine learning algorithm There are two types of algorithm 1.Supervise algorithms • Apply fast information registered to new data 2.Unsuoervise algorithm • Draw conclusions of data base
- 5. CHALLENGES A CREATING A TRUSTWORTHY INTELLIGENT AND SELF-HEALING CONNECTIVITY • Guaranteed industrial grades QoS for service level agreement • Massive secure connectivity in future system • Peer to peer transactions and financial settlement • Decentralization of power ownership • Data transparency confidentially and integrity • Trustless access control and auditability • Network privacy and resiliency • Security and vulnerability for apps using smart devices
- 7. COMPONENTS OF MACHINE LEARNING • Representation • evolution • optimization
- 8. WHAT IS ARTIFICIAL INTELLIGENCE
- 10. COMPONENTS OF ARTIFICIAL INTELLIGENCE
- 11. INDUSTRIES WHICH WILL BENEFITS BECAUSE OF MACHINE LEARNING AND ARTIFICIAL INTELLIGENCE
- 13. ALL RESEARCH • Only 15% of papers publish their code • Less than 35% of paper mention the framework they used • for biggest tech companies their code is intertwined with proprietary scaling infrastructure • Centralization of al-tach and compute is a hug problem
- 14. AL INDUSTRY Al-first: A is the fist class citizen • Drug and therapeutic discovery • FDA acknowledged traditional medical devices regulation was not designed for al-first software which improve over time. The raise of MLOps signal and industry shift from R and D to operations • Enterprises report that al drives revenue in sale and marketing reducing costs in supply chain management and manufacturing function
- 16. CONCLUSION • 6G standardization and commercialization could happen as early 2025 • It will be a force multiplier for 6G • Arm race is inevitable • Talent will remain scarce • Large platform companies will dominate 6G patents • Legal ethics dilemma need to be addressed
- 17. EXAMPLES • Movies/songs recommendation • Fraud detection /credit card purchases • Smart home devices • Facebook /trading friends • Video games • Virtual personal assistants like siri or cortana