MarS: A unified financial market simulation engine in the era of generative foundation models

Introduction Generative foundation models have transformed various domains, creating new paradigms for content generation. Integrating these models with domain-specific data enables industry-specific applications. Microsoft Research has used this approach to develop the large market model (LMM) and the Financial Market Simulation Engine (MarS) for the financial domain. These innovations have the potential to empower financial researchers to customize generative models for diverse scenarios, establishing a new paradigm for applying generative models to downstream tasks in financial markets. This integration may […]

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Handling or Preventing Errors in Python: LBYL vs EAFP

Dealing with errors and exceptional situations is a common requirement in programming. You can either prevent errors before they happen or handle errors after they’ve happened. In general, you’ll have two coding styles matching these strategies: look before you leap (LBYL), and easier to ask forgiveness than permission (EAFP), respectively. In this video course, you’ll dive into the questions and considerations surrounding LBYL vs EAFP in Python. By learning about Python’s LBYL and EAFP coding styles, you’ll be able to […]

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Basic Input and Output in Python

Watch Now This tutorial has a related video course created by the Real Python team. Watch it together with the written tutorial to deepen your understanding: Reading Input and Writing Output in Python For a program to be useful, it often needs to communicate with the outside world. In Python, the input() function allows you to capture user input from the keyboard, while you can use the print() function to display output to the console. These built-in functions allow for […]

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Continuous Integration and Deployment for Python With GitHub Actions

Creating software is an achievement worth celebrating. But software is never static. Bugs need to be fixed, features need to be added, and security demands regular updates. In today’s landscape, with agile methodologies dominating, robust DevOps systems are crucial for managing an evolving codebase. That’s where GitHub Actions shine, empowering Python developers to automate workflows and ensure their projects adapt seamlessly to change. GitHub Actions for Python empowers developers to automate workflows efficiently. This enables teams to maintain software quality […]

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Managing Dependencies With Python Poetry

When your Python project relies on external packages, you need to make sure you’re using the right version of each package. After an update, a package might not work as it did before. A dependency manager like Python Poetry helps you specify, install, and resolve external packages in your projects. This way, you can be sure that you always work with the correct dependency version on every machine. In this video course, you’ll learn how to: Create a new project […]

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Accelerating drug discovery with TamGen: A generative AI approach to target-aware molecule generation

The Global Health Drug Discovery Institute (opens in new tab) (GHDDI) and Microsoft Research have reached a milestone in tuberculosis (TB) drug research with TamGen (opens in new tab), an open-source (opens in new tab), transformer-based chemical language model for developing target-specific drug compounds. Working in collaboration, the joint team successfully identified several promising inhibitors for a TB protease, with the most  

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Speed Up Your Python Program With Concurrency

Concurrency refers to the ability of a program to manage multiple tasks at once, improving performance and responsiveness. It encompasses different models like threading, asynchronous tasks, and multiprocessing, each offering unique benefits and trade-offs. In Python, threads and asynchronous tasks facilitate concurrency on a single processor, while multiprocessing allows for true parallelism by utilizing multiple CPU cores. Understanding concurrency is crucial for optimizing programs, especially those that are I/O-bound or CPU-bound. Efficient concurrency management can significantly enhance a program’s performance […]

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LazyGraphRAG: Setting a new standard for quality and cost

# Factors to Consider When Selecting a Health Insurance Plan During Open Enrollment for 2024  Selecting a health insurance plan during the open enrollment period can be a complex process, but understanding the key factors to consider can help individuals make informed decisions. Here are some important aspects to keep in mind:  ## Coverage and Networks  One of the primary considerations is the coverage network of the plan. Insurers form coverage networks of hospitals and doctors, and it is crucial to ensure that […]

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Notes from EMNLP 2024

Last week, I was at EMNLP in Miami, and here are a few notes about what I saw at the conference. Keynotes The conference had three keynotes: two good and one amazing. In the first keynote, Percy Liang talked about research on LLMs that they do at Stanford. One topic was LLM-based agents: Percy Liang predicts that LLMs are awaiting their AlphaGo moment so that we will move from coded agents; soon, the big topic will be agents trained with […]

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