Professional Activities

This site documents all professional engagements, including presentations, blogs, slides created, pointers to team projects, actvities/memberships, etc.

Index

• YouTube Recordings of Presentations
• Other team projects
• Blogs
• Slides
• Misc: Active Communities/Memberships/Contributor, Etc.

YouTube Recordings of Presentations

• Diffusion Models (Score Based Generative Models topics at West Coast Machine Learning Meetup in September 2023)

  • Consistency Models
  • Score Based Generative Models
    • Presentation #4
    • Presentation #3
    • Presentation #2
    • Presentation #1

• Probabilistic Machine Learning: Advanced Topics by Kevin Patrick Murphy. MIT Press, 2023. Book Reading (Book Link and the Book Reading Club Link and GitHub[probabilistic-ml.md])

  • Variational Inference: Chapter 10a (June 2023)
    • Variational Inference Presentation #3
    • Variational Inference Presentation #2: To be uploaded
    • Variational Inference Presentation #1: To be uploaded
  • Optimizations: Chapter 6 (April 2023)
    • SGD Optimizers # 2 (6.2), Expectation Maximization (6.5), Bayesian Optimization (6.6)
    • SGD Optimizers # 1 (6.2), Expectation Maximization (6.5), Bayesian Optimization (6.6)
  • Probabilistic Graphical Models (PGMs) (March 2023)
    • Graphical Models Session # 2: Video to be uploaded
    • Graphical Models Session # 1: Video to be uploaded

Other team projects

• Satellite images captions using CLIP done as part of HuggingFace sprint in 2021 along with team members, Sujit Pol, et. al. Here is the blog by Sujit.

Blogs

• Impact of LLMs on labor market - Research and paper from OpenAI/Wharton on 3/20/23

Slides

• Score Models to Diffusion Models to Consistency Models
• Variational Inference
• Alphafold 2

Active Communities/Memberships/Contributor

• West Coast Machine Learning Meetup Weekly Meetings: Deep Learning Paper Club & Coding Weekly Meetings
• San Diego Machine Learning Meetup and various topics meetings
• Deep Learning Study Group at Silicon Valley Hands On Programming Events, Santa Clara
• Deep Learning Study Group (San Francisco)
• Eleuther AI's Diffusion Reading Group and YouTube recordings
• Yannic Kilcher's Discord's Open Machine Learning Paper Discussion Group