Kursus Musim Panas: Pengantar Pembelajaran Statistik
Stanford Summer Session
Informasi kunci
Lokasi kampus
Stanford, Amerika Serikat
Bahasa
Bahasa inggris
format studi
Pembelajaran jarak jauh
Durasi
8 minggu
Kecepatan
Waktu penuh
Biaya pendidikan
USD 4.116
Tenggat waktu aplikasi
15 May 2024
Tanggal mulai paling awal
22 Jun 2024
pengantar
Ikhtisar pembelajaran yang diawasi, dengan fokus pada metode regresi dan klasifikasi. Silabusnya meliputi regresi linier dan polinomial, regresi logistik, dan analisis diskriminan linier; validasi silang dan bootstrap, pemilihan model dan metode regularisasi (ridge dan laso); model nonlinier, splines dan model aditif umum; metode berbasis pohon, hutan acak dan peningkatan; mesin vektor pendukung; Beberapa pembelajaran tanpa pengawasan: komponen utama dan pengelompokan (k-means dan hierarki). Komputasi dilakukan di R, melalui sesi tutorial dan pekerjaan rumah.
Kursus ringan matematika ini ditawarkan dari jarak jauh hanya melalui segmen video (gaya MOOC). TA akan menyelenggarakan jam kerja mingguan jarak jauh menggunakan platform online seperti Google Hangout atau BlueJeans. Ada empat tugas pekerjaan rumah, ujian tengah semester, dan ujian akhir, yang semuanya dikelola dari jarak jauh.
Details
STATS 216V
- Nomor Kelas: 20669
- Course Cost: $4116.00
- Population: Undergraduate, Graduate
- Units: 3
- Interest Area: Math and Data Science
- Course Format & Length: Online, 8 weeks
- Dates: June 22, 2024 - August 18, 2024
- Prerequisites: Introductory courses in statistics or probability (e.g., STATS 60), linear algebra (e.g., MATH 51), and computer programming (e.g., CS 105).
- Jadwal: Selasa/Kamis 10:30-11:50
Events and Engagement
Workshops
Hosted through the Summer Academic Resource Center (SARC), we offer a variety of educational workshops to complement your academic pursuits. Presenters varying from Stanford affiliates, community partners, and graduate tutors will cover a wide range of topics from academic skills to career exploration. Past workshops included college preparedness, software exploration, and building your professional network.
Stanford Spaces
Explore the intellectual ecosystem of the Stanford campus. Tour museums like the Cantor Arts Center, visit unique campus spaces like the d.school, Frost Amphitheater, and O’Donohue Family Farm, and get to know the unique community of companies and innovators that gather at Stanford Research Park.
Stanford Voices
These small gatherings give you an opportunity to connect with Stanford faculty, fellows, and alumni to hear about their work or research, as well as the road that brought them there. Ask questions and continue your intellectual exploration—whether you're taking a course on the topic this summer or just curious.