Popular GitHub Repositories for Broader Impacts

Official implementation for the paper: "Code Generation with AlphaCodium: From Prompt Engineering to Flow Engineering""

Probabilistic solvers for differential equations in JAX. Adaptive ODE solvers with calibration, state-space model factorisations, and custom information operators. Compatible with the broader JAX scientific computing ecosystem.

MinimalGPT is a concise, adaptable, and streamlined code framework that encompasses the essential components necessary for the construction, training, inference, and fine-tuning of the GPT model. This framework is implemented exclusively using Keras and TensorFlow, ensuring compatibility and coherence within the broader deep learning ecosystem.

AI can help Visualizing the Impacts of Climate Change. This is an open forum to share our work

Amazon Q Business enables querying structured data using natural language, leveraging schemas and metadata. This example demonstrates an architecture to query cost and usage data in Amazon Athena with Q Business. The solution can be extended to additional data sources with query validation and prompting techniques for broader use cases.

In this solution accelerator, we demonstrate how generative AI, retrieval augmented generation (RAG) and multi stage reasoning can be used to better navigate through the complexities of regulatory filings, bringing more transparency for companies to disclose their societal and environmental impacts.

Build a machine learning model to predict weekly sales with 97.4% accuracy. Integrated Exploratory Data Analysis tools to analyze trends, patterns, and actionable insights. The solution enables detailed sales comparisons, evaluates feature impacts and ranges, and identifies top performers, greatly enhancing decision-making in the retail industries.

Source code for 'Understanding impacts of human feedback via influence functions'

The goal of this project is to build a machine learning model to predict customer churn for Camtel ?, a major telecommunications provider. Customer churn—the rate at which customers leave the service—is a key challenge that directly impacts revenue ? and business stability ?.

A comprehensive machine learning project using Facebook's Prophet to forecast future sales. The model utilized historical data and effectively accounted for various factors, including seasonality effects, demand fluctuations, holiday impacts, promotional activities, and competitive influences.

Welcome to the Enigma GenAI Challenges, a global initiative by Enigma to explore the exciting field of Generative AI while contributing to a broader community of innovators. This project invites participants to engage with creative AI technologies in art, music, and text generation while making valuable contributions to the open-source community.

Mapping products, materials, ingredients, industries, and impacts.

Voice Insight AI is a web application that records audio conversations, transcribes them using faster-whisper (via OpenAI) and generates summaries with key points, potential impacts, action items, and open points using Ollama.

A Scalable Local Knowledge Base augmented with an LLM using FastAPI, LlamaIndex, and MongoDB. It features two operational modes: a Question Answering mode, which retrieves answers from a local database or queries OpenAI's ChatGPT API when necessary, and an in-development Chatbot mode that will allow broader topic coverage.

An AI-powered platform for comprehensive health analysis, from skin cancer detection to broader wellness features. Smart, intuitive, and user-friendly.

A curated list of papers, docs, and code on the undesired effects of model quantization, including impacts on fairness, robustness, calibration, and toxicity.