Introduction to Amazon Algorithms

Introduction to SageMaker JumpStart

• Introduction to JumpStart - Machine Translation
• Simple Construction of a Multimodal Dataset from SEC Filings and NLP Scores
• Machine Learning on a TabText Dataframe
• Classify SEC 10K/Q Filings to Industry Codes Based on the MDNA Text Column

Built-In Algorithm

• Regression with Amazon SageMaker Linear Learner algorithm
• Introduction
• Setup
• Exploring the dataset
• Training the Linear Learner Model
• Set up hosting for the model
• Inference
• Delete the Endpoint
• Downloading the dataset
• libsvm to csv convertion
• Dividing the data
• Notebook CI Test Results
• Managed Spot Training for XGBoost
• Regression with Amazon SageMaker XGBoost algorithm
• Regression with Amazon SageMaker XGBoost algorithm
• Regression with Amazon SageMaker XGBoost (Parquet input)

Time Series

• Time Series Modeling with Amazon Forecast and DeepAR on SageMaker - DeepAR on SageMaker

Tabular

• Tabular regression with Amazon SageMaker XGBoost and Scikit-learn Linear Learner algorithm
• Tabular classification with Amazon SageMaker XGBoost and Scikit-learn Linear Learner algorithm
• Tabular regression with Amazon SageMaker LightGBM and CatBoost algorithm
• Tabular classification with Amazon SageMaker LightGBM and CatBoost algorithm
• Tabular regression with Amazon SageMaker AutoGluon-Tabular algorithm
• Tabular classification with Amazon SageMaker AutoGluon-Tabular algorithm
• Tabular regression with Amazon SageMaker TabTransformer algorithm
• Tabular classification with Amazon SageMaker TabTransformer algorithm

Text

• Introduction to JumpStart - Text Embedding
• Introduction to JumpStart - Text Summarization
• Introduction to JumpStart - Extractive Question Answering
• Introduction to JumpStart - Sentence Pair Classification
• Introduction to JumpStart - Text Classification
• Introduction to SageMaker Built-In Algorithms - Text Generation
• Introduction to SageMaker HuggingFace - Text Classification
• SageMaker JumpStart Foundation Models - HuggingFace Text2Text Generation Batch Transform and Real-Time Batch Inference

Vision

• Introduction to SageMaker TensorFlow - Image Classification
• Introduction to JumpStart - Image Embedding
• Extract Image using Semantic Segmentation
• Introduction to JumpStart - Object Detection
• Introduction to JumpStart - Semantic Segmentation
• Introduction to JumpStart - Instance Segmentation
• Introduction to JumpStart - Named Entity Recognition
• Introduction to JumpStart - Instance Segmentation