This tutorial uncovers how to format multiple inputs to guide dialogues over custom documents using ChatGPT. — Recently, the ChatGPT API has developers all over making interesting product prototypes. In fact, last weekend, an emergency hackathon of sorts was held where hundreds of developers came together with cool ideas for ChatGPT-based products. However, while ChatGPT is capable of many tasks out of the box, I believe…

OpenAI just released the ChatGPT (GPT-3.5) API! This tutorial goes into the various ways you can use the ChatGPT API to turbo-charge your application. — OpenAI just released their ChatGPT API (called GPT-3.5). This is a game changer for developers and businesses that are actively using the ChatGPT web app or using the older GPT-3 APIs like Davinci to serve customers. And the best part — it is 1/10th the cost of their GPT-3 Davinci…

Introducing AnswerChatAI — an OpenAI powered app that finds “needles in information haystacks” including multilingual Q&A, summarization, and paraphrasing — over custom documents — Unless your stuck under a rock, you’ve probably heard of ChatGPT, and the excitement as well as controversy surrounding it’s release and integration with Bing. In fact, the head of AI at Meta, said this about the LLM hype:

The arrival of ChatGPT hints at a new era of search engines, this tutorial dives into the 2 basic types of AI based question answering — Transformer models introduced in 2017 have led to a breakthrough in solving hard language related tasks. Variations of the original transformer architecture in models like BERT, GPT, etc. trained on large amounts of text data have produced state of the art results on language related tasks.

A tutorial on how to build a spam classifier (or any other classifier) by fine-tuning the DistilBERT model — The DistiBERT model was released by the folks at Hugging Face, as a cheaper, faster alternative to large transformer models like BERT. It was originally introduced in a blog post. The way this model works — is by using a teacher-student training approach, where the “student” model is a smaller…

Taking inspiration from the century old Gödel’s completeness theorem to define the limits of natural language processing and peer into what might the next breakthroughs be… — In the last 5 years, there have been tremendous research breakthroughs in the field of natural language processing. We are starting to reach near human level accuracy in many language tasks including question answering, summarization, dialogue, translation, etc. But what are the limits of natural language processing?

A tutorial on fine-tuning the Hugging Face RoBERTa QA Model on custom data and obtaining significant performance boosts — Question Answering and Transformers BERT is a transformer model that took the world by storm in 2019. BERT was trained on unlabeled data by masking words and training the model to predict these masked words based on context. BERT was later fine-tuned on multiple tasks and achieved state of the art performance on many…

I’m pretty sure you would not — yet, the flawed COMPAS risk score is being used all the time by U.S. courts. — I’m pretty sure you would not — yet, the flawed COMPAS risk score is being used all the time by U.S. courts. In 2015, the company Northpointe came up with a risk score to help judges in handing out sentences. The Violent Recidivism Scale is used to assess how likely…

Google’s original codebase would likely be worthless today — François Chollet — I don’t know about you — but usually when I think about breakthroughs and imagine what does it take to build something successful with the power to transform society, I think about the ‘thing’ that was built and the person (or the small group of people) who built that thing…