Machine Learning Building LLM-powered products This is a quick note to discuss a few topics below related to building LLM-powered products and applications, such as how to let LLM use tools and become autonomous agents, how to incorporate domain adaptation, and the production hurdles.
Machine Learning How does Auto-GPT work? In this note, we'll take a look at how Auto-GPT works and discuss LLM's ability to do explicit reasoning and to become an autonomous agent. We'll touch upon a few related works such as WebGPT, Toolformer, and Langchain.
Using Ghost How to add a table of contents in Ghost without editing the site template How to add a table of contents in Ghost without editing the site template
Machine Learning From Transformers to ChatGPT This note provides a high-level summary of the progress in large language models (LLMs) covering major milestones from Transformers to ChatGPT. The note serves as a fast-paced recap for readers to catch up on this field quickly.
Web Development How to Add EmailOctopus Form to a React App EmailOctopus form is a script tag, this post shows how to make that work with React (using useEffect and useRef).
[Book Review] The Minimalist Entrepreneur I've been following Sahil Lavingia since 2020 because of his viral post Reflecting on My Failure to Build a Billion-Dollar Company. I am pretty excited to read this first book from him, The Minimalist Entrepreneur. The is a recap of what I learned.
Web Development React, Redux and Redux-Saga A short note about the evolution from React to the need of Redux and some supporting tool chain for it.
Photography Italy In October 2021, we spent two weeks traveling to various cities in Italy, including Rome, Cinque Terre, Florence, Tuscany, and Venice. This was our first trip to Italy, and we have documented our journey with a report and photos.
Photography Utah Trip report (itinerary and photos) from our recent trip to southern Utah (Zion, Arches, Canyonlands and Bryce).
Web Development Next.js: Firebase Authentication and Middleware for API Routes Building Next.js app with Firebase authentication on the client-side, as well as using it on the server-side with a middleware pattern similar to Express.js.
Web Development My Frontend Learning Plan - 2021 My plan and progress updates on learning web frontend development more or less from scratch. Will be semi-regularly updated.
Using Ghost How to Enable Preview for Member-Only Content in Ghost Automatically add preview / teaser content for Member-Only posts in Ghost.
Using Ghost Table of Contents in Ghost Automatically generated table of contents in Ghost, conditionally shown when it is not empty.
Using Ghost Featured-First Post Order in Ghost Making featured posts show up first in Ghost Casper theme (instead of the default reverse chronological order).
Using Ghost Editing Tips for Ghost I recently switched to Ghost to host my blog, Here are some editing tips as I learn to use this platform.
Using Ghost Moving to Ghost My onboarding experience with Ghost and some wishlist items for future improvements.
Machine Learning Exponential-Min and Gumbel-Max Exponential-min and Gumbel-max tricks for reformulating sampling from a discrete distribution as argmin and argmax, making the sampling operation differentiable.
Machine Learning Recent Progress in Language Modeling This page is a high-level summary / notes of various recent results in language modeling with little explanations
Machine Learning NLP Starter Resources A list of starter resources for Natural Language Processing (NLP), mostly with deep learning.
Tech Career Quantitative Tech Interview Preparation Guide A short list of interview preparation resources for Data Scientists, Machine Learning Engineers, Machine Learning Scientists, Quant Developers and Quant Researchers.
![[Book Review] The Minimalist Entrepreneur](https://images.unsplash.com/photo-1532012197267-da84d127e765?crop=entropy&cs=tinysrgb&fit=max&fm=jpg&ixid=M3wxMTc3M3wwfDF8c2VhcmNofDl8fGJvb2t8ZW58MHx8fHwxNjgzODE3Nzg3fDA&ixlib=rb-4.0.3&q=80&w=600)
