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Course Outline
Pengantar Sistem AI-Kuantum Hibrida
- Tinjauan umum prinsip komputasi kuantum
- Komponen utama sistem AI-kuantum hibrida
- Aplikasi AI kuantum di berbagai industri
Algoritma Kuantum Machine Learning
- Algoritma kuantum untuk pembelajaran mesin: QML, algoritma variasional
- Melatih model AI menggunakan prosesor kuantum
- Perbandingan pendekatan AI klasik vs. AI kuantum
Tantangan dalam Sistem AI-Kuantum Hibrida
- Penanganan kebisingan dan koreksi kesalahan dalam sistem kuantum
- ScalaKeterbatasan kemampuan dan kinerja
- Memastikan integrasi dengan kerangka kerja AI klasik
Aplikasi AI Kuantum di Dunia Nyata
- Studi kasus sistem AI-kuantum hibrida di industri
- Implementasi praktis dengan platform komputasi kuantum
- Menjelajahi potensi terobosan dalam AI kuantum
Mengoptimalkan Alur Kerja AI Kuantum
- Mengelola alur kerja hibrida klasik-kuantum
- Memaksimalkan pemanfaatan sumber daya dalam sistem AI kuantum
- Integrasi AI kuantum dengan infrastruktur AI klasik
Sistem AI-Kuantum Hibrida untuk Use Case Tertentu
- AI kuantum untuk masalah optimasi
- Kasus penggunaan dalam penemuan obat, keuangan, dan logistik
- Pembelajaran penguatan yang ditingkatkan secara kuantum
Tren Masa Depan dalam AI dan Quantum Computing
- Kemajuan dalam perangkat keras dan perangkat lunak kuantum
- Potensi masa depan AI kuantum di berbagai bidang
- Peluang untuk penelitian dan pengembangan dalam AI kuantum
Ringkasan dan Langkah Berikutnya
Requirements
- Pengetahuan tingkat lanjut tentang AI dan pembelajaran mesin
- Keakraban dengan prinsip komputasi kuantum
- Pengalaman dalam pengembangan algoritma dan pelatihan model
Hadirin
- Peneliti AI
- Spesialis komputasi kuantum
- Ilmuwan data dan insinyur pembelajaran mesin
21 Hours
Testimonials (1)
Quantum computing algorithms and related theoretical background know-how of the trainer is excellent. Especially I'd like to emphasize his ability to detect exactly when I was struggling with the material presented, and he provided time&support for me to really understand the topic - that was great and very beneficial! Virtual setup with Zoom worked out very well, as well as arrangements regarding training sessions and breaks sequences. It was a lot of material/theory to cover in "only" 2 days, wo the trainer had nicely adjusted the amount according to the progress related to my understanding of the topics. Maybe planning 3 days for absolute beginners would be better to cover all the material and content outlined in the agenda. I very much liked the flexibility of the trainer to answer my specific questions to the training topics, even additionally coming back after the breaks with more explanation in case neccessary. Big thank you again for the sessions! Well done!
