YoVDO

AI Engineering Bootcamp: Build, Train & Deploy Models with AWS SageMaker

Offered By: Zero To Mastery

Tags

Machine Learning Courses PyTorch Courses Data Preparation Courses Text Classification Courses Model Deployment Courses Model Training Courses Hugging Face Courses

Course Description

Overview

Learn to build end-to-end AI applications using AWS SageMaker & Hugging Face: prepare your own datasets, train and modify your own models, then deploy and scale your AI applications into the real world.

Syllabus

  • Section 0: Introduction
  • Section 1: Introduction to AWS, Environment Setup, and Best Practices
  • Section 2: A Gentle Introduction to HuggingFace in SageMaker
  • Section 3: Gathering a Dataset for Our Multiclass Text Classification Project
  • Section 4: Exploratory Data Analysis
  • Section 5: Setting Up Our Training Notebook
  • Section 6: Introduction to Tokenizations and Encodings
  • Section 7: Setting Up Data Loading with PyTorch
  • Section 8: Choose Your Path
  • Section 9: Mathematics Behind Large Language Models and Transformers

Taught by

Patrik Szepesi

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