52 Weeks of Live Coding MLOps - The Series

Video description

52 Weeks of Live Coding MLOps - The Series

Live Coding on New and Exotic MLOps Tools Weekly This is a weekly series of live coding sessions on new and exotic MLOps tools.

Live Coding Sessions Include:

  • 1.0 Episode 1 MLOPs with Tensorflow
  • 2.0 52 Weeks Live Coding MLOps Episode 2 Serving TensorFlow Models
  • 3.0 52 Weeks Live Coding MLOps Episode 3 Serving Tensforflow with TensorFlow Serving
  • 4.0 52 Weeks Live Coding MLOps Episode 4 Live Coding Hugging Face
  • 5.0 52 Weeks Live Coding MLOps Episode 5 More Hugging Face
  • 6.0 52 Weeks Live Coding MLOps Episode 6 Even More Hugging Face
  • 7.0 52 Weeks Live Coding MLOps Episode 7 Open AI with Github Codespaces
  • 8.0 52 Weeks Live Coding MLOps Episode 8 Live Coding Ludwig
  • 9.0 52 Weeks Live Coding MLOps Episode 9 Diving into Ludwig
  • 10.0 52 Weeks Live Coding MLOps Episode 10 mlrun
  • 11.0 52 Weeks Live Coding MLOps Sagemaker Studio Lab
  • 12.0 52 Weeks Live Coding MLOps Sagemaker Studio Lab Continued Full Feature Walkthrough Colab Compare
  • 13.0 52 Weeks Live Coding MLOps Vertex AI GCP
  • 14.0 52 Weeks Live Coding MLOps Vertex AI GCP Part2 Exploring API AutoML
  • 15.0 52 Weeks Live Coding Building Prototypes Hugging Face using stable diffusion ai art
  • 16.0 52 Weeks Live Coding MLOps Episode 16 Live Coding Hugging Face with Transformers- build full cli tool with wikipedia
  • 17.0 EP17 building stable diffusion locally mac m1ultra and hugging face
  • 18.0 This week's episode is a transcript of some of the most recent lines of code written on the open-source toolkit called whisper. In particular, the code is being used to write code that can automatically use, use whisper, and, and potentially even do summarization. The same episode is being transcribed as part of a webcast and the text you read here was transcribed and summarized by the same code that is being written in this episode.
  • 19.0 bentoml containers deploying models
  • 20.0 minikube beno yatai mlops model registery
  • 21.0 MLOPs Projects with Rust running PyTorch with Actix
  • 22.0 Experimenting with Docker containers that container PyTorch and Rust

Topics Covered Include:

  • Enterprise MLOps
  • Building Prototypes
  • Using Hugging Face to build AI Art
  • Using Stable Diffusion models
  • Using GPT-3, Dall-E and OpenAI to build AI Art
  • Code generation AI tools
  • MLOps
  • MLOps on AWS
  • MLOps on GCP
  • MLOps on Azure
  • MLOps and DevOps
  • MLOps with Ludwig
  • MLOPs with mlrun
  • MLOPs with Sagemaker Studio Lab
Additional Popular Resources

Table of contents

  1. Lesson 1
    1. "52 Weeks Live Coding Mlops Episode 1 Mlops With Tensorflow"
  2. Lesson 2
    1. "52 Weeks Live Coding Mlops Episode 2 Serving Tensorflow Models"
  3. Lesson 3
    1. "52 Weeks Live Coding Mlops Episode 3 Serving Tensforflow With Tensorflow Serving"
  4. Lesson 4
    1. "52 Weeks Live Coding Mlops Episode 4 Live Coding Hugging Face"
  5. Lesson 5
    1. "52 Weeks Live Coding Mlops Episode 5 More Hugging Face"
  6. Lesson 6
    1. "52 Weeks Live Coding Mlops Episode 6 Even More Hugging Face"
  7. Lesson 7
    1. "52 Weeks Live Coding Mlops Episode 7 Open Ai With Github Codespaces"
  8. Lesson 8
    1. "52 Weeks Live Coding Mlops Episode 8 Live Coding Ludwig"
  9. Lesson 9
    1. "52 Weeks Live Coding Mlops Episode 9 Diving Into Ludwig"
  10. Lesson 10
    1. "52 Weeks Live Coding Mlops Episode 10 Mlrun"
  11. Lesson 11
    1. "52 Weeks Live Coding Mlops Sagemaker Studio Lab"
  12. Lesson 12
    1. "52 Weeks Live Coding Mlops Sagemaker Studio Lab Cont Full Feature Walkthrough Colab Compare"
  13. Lesson 13
    1. "52 Weeks Live Coding Mlops Vertex Ai Gcp"
  14. Lesson 14
    1. "Ep14 52 Weeks Live Coding Mlops Vertex Ai Gcp Part2 Exploring Api Automl"
  15. Lesson 15
    1. "52 Weeks Live Coding Building Prototypes Hugging Face Using Stable Diffusion Ai Art"
  16. Lesson 16
    1. "Live Coding Mlops Ep16 Deploying Hugging Face To Cloud"
  17. Lesson 17
    1. "Ep17 Building Stable Diffusion Locally Mac M1ultra And Hugging Face"
  18. Lesson 18
    1. "Mlops Live Stream Live Coding Openai Whisper Python"
  19. Lesson 19
    1. "Bentoml Containers Deploying Models"
  20. Lesson 20
    1. "Minikube Beno Yatai Mlops Model Registery"
  21. Lesson 21
    1. "Mlops Projects With Rust Running Pytorch With Actix"
  22. Lesson 22
    1. "Pytorch Rust Docker Experiments"

Product information

  • Title: 52 Weeks of Live Coding MLOps - The Series
  • Author(s): Alfredo Deza, Noah Gift
  • Release date: March 2023
  • Publisher(s): Pragmatic AI Labs
  • ISBN: 08042022VIDEOPAIML