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Learn All About Neural Networks & Deep Learning (Livestream)

minimal usia: 18 tahun
Level: Pemula
Bahasa Pengantar: Indonesia & Inggris

Tentang Workshop

Hi Learners! Neural Network and Deep Learning a 4-days (each 3 hours), in a live stream interactive online workshop format.

Develop artificial neural networks that can recognize a face, handwriting patterns and are at the core of some of the most cutting-edge cognitive models in the AI landscape. We will learn to create a backpropagation neural network from scratch, and use our neural network for classification tasks. This class is the final course in the Machine Learning Specialization.

We strongly recommend that you complete the pre-requisite workshops prior to taking this course. Some concepts presented throughout the lecture may be less-than-ideal for practitioners who have not completed the pre-requisite courses.

Our instructors and teaching assistant will be guiding you with the course. So, what are you waiting for? Register yourself now to be a data scientist!


PRASYARAT

We strongly recommend participants to take 4 Algoritma courses prior to joining this course:
- Programming for Data Science
- Practical Statistics
- Regression Models
- Classification in Machine Learning 1


Poin Materi Belajar

MODULE 1: NEURAL NETWORK
1. Artificial Neural Networks
- The Biological Brain Inspiration
- Cost Function
- The Building Blocks of Neural Networks
2. NEURAL NETWORK ARCHITECTURE
-  Layers, Nodes, and Signals
-  Network topology
- Feed-forward vs Recurrent Signal
3. NEURAL NETWORK ARCHITECTURE II
- Hidden Layers
- Computing with Neural Network
- Mathematical Details
4. MULTI-LAYER PERCEPTRONS (MLP)
- Backpropagation of Error
- Feed-forward vs Recurrent
- Mathematical Details

MODULE 2: DEEP LEARNING
1. NEURAL NETWORKS FROM FIRST PRINCIPLES
- Sum of Squared Errors
- Cross-Entropy Error
- The Gradient Descent Algorithm
2. NEURAL NETWORKS FROM SCRATCH
- Gradient Descent by Hand
- Neural Network by Hand
- Learning Rate and Implementation Details
3. NEURAL NETWORKS IN ACTION
- Putting It All Together
- Parameterization and Practical Advice
- Deep Learning for Classification and Regression
4. DEEP LEARNING IN ACTION
- Theorizing With Effect of Depth
- Activation Functions
- Visualizing Logarithmic Loss
5. DEEP LEARNING IN ACTION II
- Predicting Bank Telemarketing Campaign
- Visualizing Tricks for Deep Neural Networks
- Parameterization and Practical Advice
6. MXNET IN ACTION
- Thinking About Parallelism
- MNIST Handwritten Digit Recognition
- Predictions With MXNet and Practical Advice

Rp 2.200.000 / per pax

Minggu, 02 Agustus 2020, 11 PM WIB

Pendaftaran tutup, beritahu saya jadwal berikutnya!

Tentang Pengajar

  • Algoritma Data Science Education
    Algoritma Data Science Education, (Data Science)

    Learn data science by building with Algoritma! We hold programming workshops and bootcamps for those who are looking to upgrade their data science skills.


Harga termasuk:

- All tools & materials during class
- Ongoing Mentorship
- Teaching Assistant Support


Sertifikat

Bentuk Sertifikat: Elektronik


Yang perlu disiapkan

- Laptop with minimum RAM 4GB
- Hard Disk with capacity free space of 10GB


Tanya Jawab

  • Tanya: Bisakah saya mendapat pengembalian uang jika tiba-tiba saya berhalangan hadir?

    Jawab: Tidak.

  • Tanya: Bisakah teman saya menggantikan saya jika saya berhalangan hadir?

    Jawab: Bisa, kalau kamu peserta umum dan bukan penerima Kartu Prakerja. Untuk penerima Kartu Prakerja kamu tidak diperbolehkan mengganti kepesertaan.


Syarat & Ketentuan

Semua pembayaran tidak dapat diuangkan kembali dan tidak bisa dialihkan ke workshop lain, tapi kamu boleh memberikan tiketmu ke orang lain jika kamu peserta umum. Untuk penerima Kartu Prakerja, pemindahan kepesertaan tidak berlaku. Hubungi tim kami untuk pengaturan lebih lanjut.

Segala pemberitahuan mengenai informasi dan perubahan kelas akan disampaikan langsung oleh sistem kami melalui email, harap melakukan pengecekan email secara berkala.


Catatan Khusus

Kesulitan mendaftar? Kami bisa membantu! Hubungi kami di
Whatsapp/SMS: +62 811 880 7172
Email: workshop@maubelajarapa.com
LINE: @maubelajarapa
Sampai ketemu di kelas!

Rp 2.200.000 / per pax

Minggu, 02 Agustus 2020, 11 PM WIB

Pendaftaran tutup, beritahu saya jadwal berikutnya!

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