Hacker News

AUGUST 24, 2023

I have three goals in writing this book. I will describe the topics in point-set topology, abstract algebra, and homology theory needed for a good understanding of TDA. The first is to bring people up to speed who are missing a lot of the necessary background.

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Hacker News

DECEMBER 25, 2023

We present DreamCoder, a system that learns to solve problems by writing programs. A ``wake-sleep'' learning algorithm alternately extends the language with new symbolic abstractions and trains the neural network on imagined and replayed problems.

Algorithm 105

Algorithm 105

Dataconomy

MARCH 31, 2023

What is abstraction in computer science? Abstraction is the magical art of simplifying the most complex of computer systems, unlocking their power and secrets. In other words, abstraction is the process of creating a bird’s-eye view of a system, allowing programmers to break it down into smaller, more manageable pieces.

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Dataconomy

MARCH 31, 2023

What is abstraction in computer science? Abstraction is the magical art of simplifying the most complex of computer systems, unlocking their power and secrets. In other words, abstraction is the process of creating a bird’s-eye view of a system, allowing programmers to break it down into smaller, more manageable pieces.

Computer Science 70

Computer Science Computer Science Algorithm Data Governance 70

Data Science Dojo

MARCH 17, 2023

Some essential research tools include search engines like Google Scholar, JSTOR, and PubMed, reference management software like Zotero, Mendeley, and EndNote, statistical analysis tools like SPSS, R, and Stata, writing tools like Microsoft Word and Grammarly, and data visualization tools like Tableau and Excel.

Tableau 195

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O'Reilly Media

SEPTEMBER 12, 2023

A few weeks ago, I saw a tweet that said “Writing code isn’t the problem. Until AI systems can generate code as reliably as our current generation of compilers, humans will need to understand—and debug—the code they write. So if you’re as clever as you can be when you write it, how will you ever debug it?”

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NYU Center for Data Science

AUGUST 21, 2023

Trained on an incredibly vast amount of language gleaned from various internet sources, the chatbot has produced a steady stream of conversations, essays, and even books, that are often indistinguishable from human writing. Inconclusive evidence on either side along with the novelty of the technology has forwarded the division.

AI 72

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Pickl AI

AUGUST 22, 2023

High-Level Abstraction : Python’s easy-to-read syntax and extensive libraries make it an ideal choice for scripting complex operations. This interpretation allows developers to write code in a more flexible and user-friendly manner, without the need for explicit compilation. What is a Programming Language?

Python 52

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Dataconomy

JANUARY 3, 2024

From realism to abstract or comic book to character animations, this AI image generator can turn your imagination into reality within seconds. Open Microsoft Edge, go to Bing.com, click Chat, and write your prompt. It’s like having a digital artist at your fingertips. Easy, right? But wait, there’s more!

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AI AI Artificial Intelligence Artificial Intelligence 192

Flipboard

JUNE 13, 2023

The process of going through ChatGPT to Wolfram and back was also painfully slow, much slower than using Wolfram Alpha directly or writing a few lines of Python. A few weeks ago, a story circulated about a lawyer who used ChatGPT to write a brief. Could ChatGPT write an essay for me? I was still uncomfortable.

Database 106

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Mlearning.ai

JULY 18, 2023

DStreams and Structured Streaming: It offers two powerful abstractions for real-time processing: DStreams and Structured Streaming. DStreams are built on RDDs, Spark’s core data abstraction, allowing you to manipulate data streams as collections of data points.

SQL 52

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Data Science Dojo

MARCH 1, 2024

Building a data agent involves defining a decision-making loop and establishing tool abstractions for a uniform interaction interface across different tools. Data Agents: LlamaIndex also includes data agents, which are designed to manage both “read” and “write” operations.

ETL 307

ETL Artificial Intelligence Artificial Intelligence Data Quality 307

phData

APRIL 19, 2024

Understanding Workday, Fivetran, and Snowflake Fivetran is helpful in that it abstracts away both complex and mundane tasks that are required to achieve accurate and efficient replication of data between Workday and Snowflake. Connectors abstract away the task of analyzing and extracting data from each endpoint.

Data Modeling 52

Data Modeling Data Models 52

NYU Center for Data Science

JANUARY 6, 2023

The collaborative poetry writing system CoPoet aims to improve the quality of user-generated content CDS PhD student, Vishakh Padmakumar Large language models (LLMs) have made a significant impact in the field of natural language processing (NLP) by enabling researchers to develop AI systems responsive to human goals and specific instructions.

Natural Language Processing 52

Natural Language Processing Computer Science Computer Science Data Science 52

Mlearning.ai

JULY 30, 2023

THE BASICS Introduction I haven’t had much time to write lately but I feel that there is growing interest in quantum information theory as of lately. That’s why I decided to write a short article to demystify some of the basic concepts within this field. On an abstract level, quantum information isn’t that difficult to grasp.

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Google Research AI blog

FEBRUARY 14, 2023

In previous machine-learned approaches, robots were limited to short, hard-coded commands, like “Pick up the sponge,” because they struggled with reasoning about the steps needed to complete a task — which is even harder when the task is given as an abstract goal like, “Can you help clean up this spill?”

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Towards AI

FEBRUARY 21, 2023

Writing custom algorithms and scripts. Thus, rather than running through the full gamut of ML tasks for ChatGPT, we can focus on the more abstract and creative problem-solving elements of the role. The thread tying together the role is the fact that machine learning engineers have to be versatile technical problem solvers.

ML 95

ML ML Machine Learning Machine Learning 95

Mlearning.ai

APRIL 10, 2023

These are custom functions to extend the Cat capabilities and I will show you how to write a couple. Build the image again if you did it already once docker compose build --no-cache # Run the containers docker compose up Now, let’s create a python file to write our tools. Let’s open our file and start writing our tools.

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Dataconomy

DECEMBER 27, 2023

NLP can facilitate automatic feedback such as grammar correction, writing evaluation, and translation for students. Robots are imperative to motivate students and make abstract and complex topics more understandable. An AI technique known as Natural Language Processing (NLP) is instrumental in computer-assisted language learning.

Artificial Intelligence 140

Artificial Intelligence Artificial Intelligence Natural Language Processing AI 140

Pickl AI

AUGUST 21, 2023

Programming paradigms in Python play a crucial role in defining the style and approach to writing code. Programming Paradigm in Python: A programming paradigm is a fundamental style or approach to writing code. Abstraction : The level of detail and complexity exposed to the programmer. Learn More with Pickl.AI

Python 52

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Towards AI

NOVEMBER 10, 2023

An example of this could be: Our Custom GPT receives a user request to visualize some data in an abstract way The GPT pulls relevant data from the files it has indexed to understand what the user is referring to. It understands it but it is also conditioned to get up-to-date information.

AI 97

AI AI Data Visualization Artificial Intelligence 97

Dataconomy

FEBRUARY 21, 2024

Gemma 2B can automatically generate concise abstracts of research papers, summarize news articles for quick consumption, or even create meeting transcripts with key takeaways highlighted. Summarization tasks The ability to condense information into essential summaries is invaluable across various domains.

AI 164

AI AI Natural Language Processing Deep Learning 164

Explosion

NOVEMBER 16, 2021

Back then, when I wanted to train my own NER model using spaCy v2, I’d write my own training loop. To complete my training loop, I have to write code to set my learning rate, customize my batching strategy, initialize my weights, and so on! With spaCy v3, you don’t have to write your own training loop anymore.

Machine Learning 52

Machine Learning Machine Learning Python Data Preparation 52

Dataconomy

SEPTEMBER 13, 2023

Versatility Unleashed : It has the remarkable ability to generate images in a plethora of styles, be it realistic, cartoony, or abstract. Write what you want to see in the “Prompt” box. Trained Well : The model underwent rigorous training using a dataset containing a whopping 100 million images.

Artificial Intelligence 113

Artificial Intelligence Artificial Intelligence AI AI 113

ODSC - Open Data Science

FEBRUARY 10, 2023

According to their abstract, the team claims that this new model outperforms previous systems in both “ audio quality and adherence to the text description. ” As for the future of MusicLM, future improvements are already in the pipeline with the possible inclusion of lyrical writing.

Data Science 98

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AssemblyAI

SEPTEMBER 26, 2023

The.gitignore file should therefore contain the following lines: env venv Writing the application Now we’re ready to write the application. For this, we write a make_embedder function that wraps the process for instantiating an embedding model from HuggingFace. filepath/URL).

Database 98

Database Python SQL Machine Learning 98

Towards AI

JUNE 23, 2023

Default themes should emotional description, e.g. dramatic for adjective and an abstract entity like manifold for noun.4. thas to contain up to 7 adjective options for every letter andup to 7 nouns for every letter. Adjective and noun have to be of specific theme.

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AI AI Python Machine Learning 90

Mlearning.ai

JUNE 7, 2023

Our findings indicate that, despite their astonishing typical-case performance, LLMs still lack a deep, abstract understanding of the content they manipulate, making them unsuitable for tasks that statistically deviate from their training data, and that mere scaling is not enough to achieve such capability.

AI 52

AI AI Machine Learning Machine Learning 52

AWS Machine Learning Blog

MARCH 3, 2023

Training machine learning models SageMaker Canvas offers two methods to train ML models without writing code: Quick build and Standard build. This process is abstracted from the user and done behind the scenes, allowing the user to focus on the data and the results rather than the technical aspects of model training.

ML 76

ML ML AWS Machine Learning 76

Mlearning.ai

JUNE 12, 2023

Here are some examples to make things less abstract : Estimating the time it takes for a program to run. If you like my writing, I would really appreciate an anonymous testimonial. And if you found value in this write-up, I would appreciate you sharing it with more people. You can drop it here. You can drop it here.

ML 52

ML ML Machine Learning Machine Learning 52

AssemblyAI

MAY 25, 2023

If you are on MacOS/Linux, run this command to set the ASSEMBLYAI_API_KEY environment variable: export ASSEMBLYAI_API_KEY='' # paste this value from assemblyai.com/dashboard Transcription Python Code Our dependencies are installed and the environment variable is set, so next we will write the Python code to handle the transcription.

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Python ML ML Machine Learning 52

Hacker News

JULY 12, 2023

But since 2020, I’ve noticed how little candid writing there is about paths to the VPE role or what the job is really like.* I’ll save writing about those for my post-IPO Honeycomb screenplay.) Happiness at varying levels of abstraction. I also don’t mind taking on unglamorous work outside of the spotlight when needed.

Database 123

Database 123

Flipboard

JUNE 11, 2023

Most recently, OpenAI launched ChatGPT , a large-language-model chatbot that is capable of writing code with a little prompting in a conversational manner. This means that ChatGPT, a “conversational AI programmer,” can write both simple and impressively complex code in a variety of different programming languages.

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Towards AI

FEBRUARY 14, 2024

Langchian's flexible abstractions and extensive toolkit allow developers to build context-aware, reasoning LLM applications. Because it is the best model Open AI has to offer as of writing this article with 3x cheaper cost. Since AI can think, It can join surveys with behavior data using user IDs to further enhance the insights.

AI 86

AI AI Python Data Analysis 86

Towards AI

FEBRUARY 7, 2024

It’s based on the QueryPipeline abstraction. Other frameworks have built similar approaches, an easier way to build LLM workflows over your data like RAG systems, query unstructured data or structured data extraction.

AI 98

AI AI Data Science Machine Learning 98

Towards AI

DECEMBER 9, 2023

Little did John McCarthy and his colleagues know while writing that line, that their short summer project was about to set in motion one of the greatest technological revolutions humanity has ever seen. In symbolic AI systems, knowledge is encoded in the form of symbols, which can represent objects, actions, or abstract concepts.

Artificial Intelligence 97

Artificial Intelligence Artificial Intelligence Natural Language Processing AI 97

O'Reilly Media

AUGUST 9, 2022

GitHub Copilot (based on a model named Codex , which is derived from GPT-3) generates code in a number of programming languages, based on comments that the user writes. Will they be able to focus more on the nature of what they want to accomplish, and less on the syntactic details of writing code? But I don’t know if that’s true.

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