(Day 79) Attempting to make a Local Retrieval Augmented Generation (RAG) from Scratch

March 20, 2024

Hello :) Today is Day 79!

A quick summary of today:

Started this tutorial for building a local RAG from scratch and dealt with issues due to me being on a mac

(Day 78) NVIDIA GTC talks + accepted to Stanford AI professional certificate + PERL

March 19, 2024

Hello :) Today is Day 78!

A quick summary of today:

Out of the 4 sessions I joined from NVIDIA GTC, the AI careers in Europe one was the most interesting
my application and thoughts about Stanford’s AI professional certificate program
Research paper about PERL: Parameter Efficient Reinforcement Learning from Human Feedback

(Day 77) Review of the ACL 2023 talk, and lecture 10 from CMU's advanced NLP course about retrieval models

March 18, 2024

Hello :) Today is Day 77!

A quick summary of today:

I wanted to review all the content again from the ACL 2023 talk on retrieval-based models (all my notes can be found in the posts from the last 3 days)
Also decided to cover lecture 10: Retrival and RAG from CMU’s 11-711 Advanced NLP course

(Day 76) Finishing the Retrieval-based LM talk, and learning about distillation, quantization and pruning

March 17, 2024

Hello :) Today is Day 76!

A quick summary of today:

Finished section 6 and 7 about multilingual retrieval-based LMs and retrieval-based LMs’ challenges and opportunities (ACL 2023)
Covered lecture 11 of CMU 11-711 Advanced NLP - Distillation, Quantization, and Pruning

(Day 75) Retrieval-based LMs training and applications

March 16, 2024

Hello :) Today is Day 75!

A quick summary of today:

covered Section 4: retrieval-based LMs training of ACL 2023
covered Section 5: Applications
Found out about NVIDIA GTC 2024 which is next week and registered for some of the events

(Day 74) Retrieval-based LMs

March 15, 2024

Hello :) Today is Day 74!

A quick summary of today:

Started taking notes and studying the ACL 2023 talk on retrieval-based LMs

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