Online Class Machine Learning on Production Cohort 4
Temen-temen kalau dah tertarik di ML tapi nggak belajar gimana cara kita shipping model AI kita ke production, gass join!!
bonus:
- video based supplementary material (untuk membantu pembelajaran Online Class)
- Online Class Computer Vision with Pytorch
- Online Class NLP with Pytorch
- tugas besar dan dibimbing lansung saat praktik
https://www.rubythalib.com/ml-on-production.html
Start : 4 Agustus , 2024
Setiap Minggu: 08.00-10.00 WIB
What You Get in AI Online Class
- Interactive Class
- Live Question and Answer with Mentor
- e-Certificate
- Portfolio
- Interactive Class
Material:
Session 1 : Introduction to Machine Learning on Production
Overview of Machine Learning (ML) lifecycle
Challenges in deploying ML models to production
Importance of ML in real-world applications
Introduction to production-grade ML systems
Case studies of successful ML deployments
Session 2 : Data Preparation and Preprocessing
Data collection and storage for production systems
Data cleaning and preprocessing techniques
Feature engineering for production environments
Handling missing values and outliers
Data versioning and management strategies
Session 3 : Model Development and Evaluation
Choosing appropriate ML algorithms for production
Model training and evaluation best practices
Hyperparameter tuning for production models
Techniques for model interpretability and explainability
A/B testing and evaluation metrics for production models
Session 4 : Scalable Infrastructure for ML
Introduction to scalable ML infrastructure
Cloud computing platforms for ML in production
Containerization and orchestration (e.g., Docker, Kubernetes)
Scalable data processing frameworks (e.g., Apache Spark)
Managing infrastructure costs and resources
Session 5 : Deployment Strategies
Strategies for deploying ML models in production
Model serving and inference pipelines
Monitoring and logging for deployed models
Continuous integration and continuous deployment (CI/CD)
Blue-green deployments and canary releases
Session 6 : Model Maintenance and Lifecycle Management
Importance of model maintenance in production
Strategies for model retraining and updating
Versioning and rollback mechanisms
Ethical considerations in model lifecycle management
Case studies and real-world examples of model maintenance challenges
![Highlight image for [FREE] Online Course : Introduction to PyTorch](https://image.clicky.id/663a2184d47a9eb61cc89638/product-highlight/676575914216a52b77ad7eae.webp)
[FREE] Online Course : Introduction to PyTorch
Course ini diperuntukan untuk temen-temen yang baru memulai belajar Deep Learning Library yaitu PyTorch, detail materi untuk Introduction to PyTorch ini adalah: - PyTorch Usefull Function - ANN training with Dummy Datasets - LeNet training with MNIST Digits Datasets - Transfer Learning for Classifying 200 Types of Bird - RNN with PyTorch - Sentiment Analysist with PyTorch
Gratis
Dibuat: 19 May 2024
![Highlight image for [FREE] Online Course : Deployment with Docker](https://image.clicky.id/663a2184d47a9eb61cc89638/product-highlight/676576fb4216a52b77ad86b3.webp)
[FREE] Online Course : Deployment with Docker
Course ini diperuntukan untuk temen-temen yang ingin belajar bagaimana cara melakukan deployment dengan docker detail materi: - Introduction to Containerization and Docker - Installing Docker - Docker Basics - Docker Images dan Containers - Dockerfile Volumes and Persistent Volumes - Docker Compose - Docker in DevOps and CI/CD
Gratis
Dibuat: 19 May 2024
![Highlight image for [FREE] Online Course : Backend Development using FastAPI and MongoDB](https://image.clicky.id/663a2184d47a9eb61cc89638/product-highlight/676577744216a52b77ad88be.webp)
[FREE] Online Course : Backend Development using FastAPI and MongoDB
Course ini diperuntukan buat temen-temen yang ingin belajar backend development menggunakan Fast API dengan Database MongoDB Untuk Detail Course yang akan dibahas adalah: - Introduction Backend Developement - FastAPI fundamentals - Models and Schemas - Database Operation with MongoDB - Authentication and Authorization - Handling File Uploads - Error Handling and Validation - Pagination and Sorting - Testing and Debugging - Deployment and Performance Optimization
Gratis
Dibuat: 19 May 2024
Online Course : Computer Vision with PyTorch
Ini adalah kelas lanjutan dari Introduction to PyTorch dimana kita akan membahas tentang bagaimana cara develop Computer Vision Deep Learning Model dengan Pytorch Syllabus: mnist classification using ANN mnist classification using CNN Transfer Learning for Classifying 200 types of Bird Nucleu Segmentation Self Driving Car Image Segmentation Captcha Recognition using CNN+RNN+CTCLoss Text Recognition using generated datasets Visual Transformer self supervised learning using Sim-CLR
Rp 150.000 Rp 200.000
(-25%)Dibuat: 20 May 2024
Online Course : NLP with PyTorch
NLP with Pytorch adalah kelas lanjutan dari Introduction with Pytorch yang berfungsi untuk mempelajari membangun NLP Deep Learning Model dengan Pytorch: Syllabus: RNN Transformer Sentiment Analysist Spam Classifier Intent Classification for Chat bots Named Entity Recognition Language Translation Text Summarization Question answering Code generator prototype
Rp 150.000
Dibuat: 20 May 2024
Online Course : Object Detection with PyTorch
Ini adalah kelas lanjutan dari Computer Vision with PyTorch, untuk yang belum mempelajari Computer Vision with PyTorch bisa ke link dibawah ini: https://clicky.id/rubythalib/computer-vision-with-pytorch Syllabus: FasterRCNN FasterRCNN Theory FasterRCNN handson using pytorch YOLO YOLOv1&YOLOv3 theory YOLOv3 handson using pytorch all new YOLO version is based on YOLOv3 MaskRCNN MaskRCNN theory MaskRCNN handson using pytorch DETR DETR theory DETR handson using pytorch
Rp 150.000
Dibuat: 20 May 2024
![Highlight image for [FREE] E-Book Python Zero to Hero : From Nothing to Python Developer](https://image.clicky.id/663a2184d47a9eb61cc89638/product-highlight/66f12f246444fb3f5ea684cb.webp)
[FREE] E-Book Python Zero to Hero : From Nothing to Python Developer
E-Book pertamaku yang berisi 3 Bab yaitu : Bab 1 - Pengenalan Python Bab 2 - Pengolahan data menggunakan Python Bab 3 - Pembuatan REST API dengan FastAPI
Gratis
Dibuat: 29 May 2024
Portfolio Course : Software Engineering for Face Recognition
dalam course ini anda akan mendapatkan video pembelajaran bagaimana cara mengembangkan sebuah aplikasi fullstack Face Recognition, selain mendapatkan video pembelajaran anda juga mendapatkan aplikasinya yang bisa langsung anda pakai untuk membuat prototype anda akan mempelajari beberapa tech stack dibawah ini: - Pytorch - FastAPI - Docker - Postgresql (Pg Vector) - Minio
Rp 300.000 Rp 450.000
(-33%)Dibuat: 31 May 2024
Portfolio Course : Telegram Chatbot for e-Commerce Purpose
Dalam course ini anda akan mendapatkan video pembelajaran bagaimana cara mengembangkan chatbot telegram untuk kebutuhan e-commerce selain mendapatkan video pembelajaran anda juga mendapatkan aplikasinya yang bisa langsung anda pakai untuk membuat prototype anda akan mempelajari beberapa tech stack dibawah ini: - Pytorch - FastAPI - Docker - mongoDB - Telegram API
Rp 300.000 Rp 450.000
(-33%)Dibuat: 12 June 2024
Free SQL Cheatsheet
this is a cheatsheet that you need for handling SQL things outline: - Basic SQL Commands Cheat Sheet - Advanced SQL Commands Cheat Sheet - Functions and Expressions Cheat Sheet - Subqueries Cheat Sheet - Common SQL Datatypes Cheat Sheet
Gratis
Dibuat: 13 June 2024
