ODSC - Open Data Science

JANUARY 29, 2024

Generative AI Generative AI is another crucial skill for the role of prompt engineering, as it encompasses the core ability to leverage AI to create new content, whether it be text, images, or other forms of media. This enhances the context awareness and factual accuracy of LLM outputs. Python Python’s prominence is expected.

Prompt Engineer 52

Prompt Engineer Prompt Engineering LLM Data Science 52

AWS Machine Learning Blog

DECEMBER 13, 2023

However, make sure that the token has access to the repository’s contents and actions (workflows, runs, and artifacts). Copy the contents of the seed code directory into the root of your GitHub repository. If you don’t have a personal access token for GitHub, refer to Managing your personal access tokens for instructions to create one.

ML 100

ML Automation Metadata Software Development 100

John Snow Labs

MAY 31, 2023

The tool of choice for this project was NLP Lab for its powerful pre-annotation capabilities, allowing them to annotate the dataset efficiently and train a tailored deep learning model for automatic pre-annotation of new content in a couple of clicks. To establish relations among entities, you can follow a simple process.

NLP 64

NLP Data Ingestion Data Scientist Deep Learning 64

AWS Machine Learning Blog

MAY 25, 2023

Run the following commands on the terminal to clone the code repository for this post and install the Python packages needed by the application: git clone [link] cd llm-apps-workshop/blogs/rag/app pip install -r requirements.txt The API Gateway endpoint URL that is available from the CloudFormation stack output needs to be set in the webapp.py

LLM 76

LLM Data Ingestion Python ML 76

PyImageSearch

JANUARY 1, 2024

Home Table of Contents Introduction to Gemini Pro Vision Google AI Studio Creating a Prompt Using Google AI Studio Gemini Pro Vision API Summary Citation Information Introduction to Gemini Pro Vision In this tutorial, you will learn how to get started with Gemini Pro Vision. This is for our reference only and won’t be seen by the Model.

Computer Vision 114

Computer Vision Deep Learning Python Natural Language Processing 114

Artificial Corner

JUNE 16, 2023

Machine Learning System Design Series Learn how a photo tagging system, like the one used by Facebook, works in detail. Facebook tag suggestion system — Source: [link] No matter how old you are, I bet you have crossed Facebook or Instagram once. The core of our solution is a system that suggests photo tags based on who’s in them.

Algorithm 52

Algorithm Machine Learning ML Explainability 52

AWS Machine Learning Blog

MARCH 15, 2024

Always put your response to the Human within the Response tags. Also add an XML tag to your output identifying the human intent.nHere are some examples:n H: hi there.nnA: Hi, how can I help you today?nnH: zip -r prompt_templates_layer.zip prompt_templates_layer/. I would like a medium mocha please nnA: Place Order nGot it.

Generative AI 120

Generative AI Prompt Engineer Prompt Engineering LLM 120

Viso.ai

MARCH 29, 2024

You can use the API using Python, REST, R, and Java. R Function Spark MLlib TensorFlow and PyTorch Keras (keras) H2O scikit learn MLflow Model Structure: The MLmodel file is a YAML file that lists the supported flavors and includes fields such as time_created , run_id. Can have tags for tracking attributes (e.g.,

Machine Learning 52

Machine Learning ML Automation Data Scientist 52

AssemblyAI

FEBRUARY 15, 2024

In our case, we use <Say> tags that tell Twilio to speak the sentence between the tags to the caller. Alternatively, check out other content on our Blog or YouTube channel to learn more about AI, or feel free to join us on Twitter or Discord to stay in the loop when we release new content.

Python 147

Python Chatbots Automation AI 147

AWS Machine Learning Blog

NOVEMBER 20, 2023

KT’s AI Food Tag is an AI-based dietary management solution that identifies the type and nutritional content of food in photos using a computer vision model. The AI Food Tag can help patients with chronic diseases such as diabetes manage their diets. Rock Sakong is a researcher at KT R&D.

Deep Learning 91

Deep Learning Machine Learning ML Data Scientist 91

Explosion

AUGUST 3, 2017

Example: Text Classification Text classification models can be trained to perform a wide variety of useful tasks, including sentiment analysis , chatbot intent detection , and flagging abusive or fraudulent content. How easy would it be to create a bot to tag the issues automatically? 50% 0.82 +0.09 75% 0.84 +0.02 100% 0.87 +0.03

Convolutional Neural Networks 52

Convolutional Neural Networks Python Machine Learning Algorithm 52

AWS Machine Learning Blog

NOVEMBER 22, 2023

Use the “Generative AI” tag as you are browsing the session catalog to find them. Chalk talks – Enjoy 60 minutes of content delivered to smaller audiences with an interactive whiteboarding session. Companies must find ways to dynamically generate compelling, highly customized content. or “Because you watched.”

ML 110

ML Generative AI Prompt Engineer Prompt Engineering 110

Sebastian Ruder

NOVEMBER 14, 2022

The ACL has also launched the 60-60 initiative , which aims to make scientific content more accessible by creating a) translations of the entire ACL anthology into 60 languages; b) cross-lingual subtitling and dubbing for all plenary talks in 10 languages; and c) a comprehensive standardized scientific and NLP terminology list in 60 languages.

Natural Language Processing 52

Natural Language Processing NLP Computational Linguistics AI 52

Probably Approximately a Scientific Blog

MARCH 8, 2016

Intuitively, we want the algorithm to classify a document to a certain topic based on the document's content, as in figure 1. There are a few variants of the cells content, here are some common ones: Binary - 1 if the word occurred in the document, 0 otherwise. We need the document representation to reflect that. 02f%%, Recall: %.02f%%,

Algorithm 52

Algorithm Natural Language Processing Machine Learning Python 52

Mlearning.ai

FEBRUARY 17, 2023

Config} */ module.exports = { content: [ " /pages/**/*.{js,ts,jsx,tsx}", The “key” and “value” attributes are set to the “name” property of the prompt, and the text content of the “option” element is also set to the “name” property of the prompt. and postcss.config.js. file. /** @type {import('tailwindcss').Config}

OpenAI 52

OpenAI ChatGPT Auto-complete ML 52

Viso.ai

FEBRUARY 7, 2024

Action recognition is typically applied in scenarios where understanding the overall action category is enough, such as video tagging, content-based video retrieval, and activity monitoring. Action localization considers time and space when detecting actions in video content – source. 3DConv vs. (2+1)D conv – source.

Deep Learning 52

Deep Learning Computer Vision Robotics Convolutional Neural Networks 52

AWS Machine Learning Blog

JUNE 21, 2023

studio_lifecycle_content – The base64 encoded content. Choose the lifecycle configuration to view the shell code that runs as well as any tags you assigned. The SageMakerStudioLifeCycleConfig construct provides the framework for building lifecycle configurations using a custom AWS Lambda function and shell code read in from a file.

Python 80

Python Data Scientist ML DevOps 80

Flipboard

OCTOBER 9, 2023

If you have more dependencies warranting the use of a requirements.txt file, you can use that with the help of the pip install -r requirements.txt command appended to RUN. Additionally, the -t (or --tag ) flag is used to give a nametag to your image. Here, we use it to install Flask as our only dependency. Let’s get started!

Machine Learning 116

Machine Learning Computer Vision Deep Learning Python 116

AWS Machine Learning Blog

SEPTEMBER 26, 2023

This function takes the request body and content type as input, and returns a transformed numpy array that can be used as input for the prediction model. request_content_type (str): The content type of the request body. Parameters: request_body (str): The request body containing the input data. Connected to localhost (127.0.0.1)

ML 102

ML Python Categorization Algorithm 102

PyImageSearch

JUNE 12, 2023

Home Table of Contents DETR Breakdown Part 2: Methodologies and Algorithms The DETR Model ?️ The model iterates on that and gets better and better and eventually at par with past models like Faster R-CNN. Connect with us on Twitter by tagging @pyimagesearch. Gosthipaty and R. Object Detection Set Prediction Loss ?

Algorithm 60

Algorithm Computer Vision Deep Learning Artificial Intelligence 60

ODSC - Open Data Science

FEBRUARY 14, 2023

Here’s an example I tried using the prompt: “write R code to predict the Species variable from the iris dataset.” LLMs learn an authoritative writing style that’s often found in internet content. recently launched a tool that allows users to screen for content created by popular AI tools, such as ChatGPT. Originality.AI

ChatGPT 124

ChatGPT Large Language Models OpenAI Conversational AI 124

Chatbots Life

SEPTEMBER 11, 2023

Additionally, the article discusses the real-world implications of these tools across diverse fields, including academic writing, content creation, and software development. If you like my article follow me on Medium for more content. <=[^A-Z].[.?]) +(?=[A-Z])", Please get in touch for more details here.

NLP 59

NLP Natural Language Processing Python Algorithm 59

AWS Machine Learning Blog

APRIL 4, 2024

Nielsen Sports shapes the world’s media and content as a global leader in audience insights, data, and analytics. The following figure shows an example of our tagging system. Our solution automatically segments the broadcast and knows how to isolate the relevant video clips from the rest of the content.

Machine Learning 75

Machine Learning ML Artificial Intelligence Artificial Intelligence 75

Revolutions

SEPTEMBER 27, 2021

There are also other types of redirects, but these are the only ones relevant to R. Shiny code skeleton Below is a basic app that logs the user in, retrieves their OneDrive, and lists the contents of the root folder. For more information, see the online help page in R for the Microsoft365R “add_methods” topic: ?add_methods.

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Viso.ai

APRIL 26, 2024

Object detection systems typically use frameworks like Convolutional Neural Networks (CNNs) and Region-based CNNs (R-CNNs). Unlike R-CNN s, it divides an image into a grid of bounding boxes with calculated probabilities. These models can interpret human prompts by analyzing both the context and content.

Convolutional Neural Networks 52

Convolutional Neural Networks Computer Vision Neural Network Natural Language Processing 52

PyImageSearch

JUNE 26, 2023

Home Table of Contents DETR Breakdown Part 3: Architecture and Details DETR Architecture ?️ Connect with us on Twitter by tagging @pyimagesearch. Gosthipaty and R. CNN Backbone ? Transformer Preprocessing ⚙️ Transformer Encoder ? Transformer Decoder ? Prediction Heads: Feed-Forward Network ➡️? Importance of DETR ? ? Thanki, eds.,

Convolutional Neural Networks 103

Convolutional Neural Networks Computer Vision Neural Network Deep Learning 103

PyImageSearch

MAY 22, 2023

Home Table of Contents DETR Breakdown Part 1: Introduction to DEtection TRansformers Why DETR and What’s So Special? ? Two-stage detectors: predict boxes with respect to proposals (shown in Figure 1 ) Figure 1: Object detection with RCNN — Two-stage detector (source: R-CNN object detection with Keras, TensorFlow, and Deep Learning ).

Computer Vision 60

Computer Vision Deep Learning Explainability Algorithm 60

Heartbeat

DECEMBER 27, 2023

It includes an index.html file, which defines our application’s web page structure and content. slim-buster # Set and create the working directory to /app WORKDIR /app # Copy the current directory contents into /app COPY. static: This folder contains assets used by templates, in this case, our index.html.

Machine Learning 52

Machine Learning Python ML Categorization 52

Heartbeat

JANUARY 25, 2023

Sentiment analysis can be used to help businesses understand customer sentiment and make more informed decisions, or to analyze social media posts and other forms of online content. Sentiment analysis is also important for the customers and consumers because it helps them to better understand the emotional context of a piece of text.

Python 52

Python Auto-classification Deep Learning Machine Learning 52

PyImageSearch

SEPTEMBER 18, 2023

Home Table of Contents SAM from Meta AI (Part 2): Integration with CLIP for Downstream Tasks SAM and CLIP Integration Configuring Your Development Environment Need Help Configuring Your Development Environment? image and tags on the web), which allows us to train this model with low annotation cost. Kidriavsteva, and R.

Computer Vision 67

Computer Vision Deep Learning AI AI 67

AWS Machine Learning Blog

FEBRUARY 29, 2024

Create and activate a virtual environment by running the following commands: python -m venv.venv source.venv/bin/activate Install the required Python packages by running the following command: pip install -r requirements.txt Edit your model training conf.yaml files. We discuss the configuration file structure in the next section.

Automation 92

Automation Python Machine Learning ML 92

Sebastian Ruder

DECEMBER 6, 2021

You can find the table of contents below: Introduction Open-Retrieval QA vs Reading Comprehension What is a Domain? Finally, MLQA-R and XQuAD-R ( Roy et al., Error rate of mBERT (left) and XLM-R (right) fine-tuned on English SQuAD v1.1 2019 ), XLM-R ( Conneau et al., The tutorial was organised by Avi Sil and me.

BERT 52

BERT NLP Natural Language Processing Computational Linguistics 52

Flipboard

APRIL 17, 2023

Home Table of Contents Learning JAX in 2023: Part 3 — A Step-by-Step Guide to Training Your First Machine Learning Model with JAX Configuring Your Development Environment Having Problems Configuring Your Development Environment? ? Gosthipaty and R. What's next? I recommend PyImageSearch University. Citation Information A.

Machine Learning 107

Machine Learning Computer Vision Neural Network Deep Learning 107

The MLOps Blog

JUNE 27, 2023

For example, if your team is proficient in Python and R, you may want an MLOps tool that supports open data formats like Parquet, JSON, CSV, etc., Notebook for interactive Python, SQL, and R editors for coding data pipelines. and Pandas or Apache Spark DataFrames. Streaming pipelines to ingest and transform real-time data.

Machine Learning 134

Machine Learning Metadata Data Quality Data Scientist 134

Sebastian Ruder

AUGUST 23, 2021

over time (Credit: Papers with Code ) Table of contents: What is a benchmark? " —John R. " —John R. I tried to cover perspectives from recent papers, talks at ACL 2021 as well as at the ACL 2021 Workshop on Benchmarking: Past, Present and Future , in addition to some of my own thoughts.

NLP 52

NLP Natural Language Processing ML Deep Learning 52

The MLOps Blog

OCTOBER 3, 2023

I think I had like one class in R for biostats, which I barely passed. They just need to kind of tag things like “Hey, by the way, we’re using these data sources. Aurimas: Was it content generation? But they also offer things like social media content creation, e-commerce virtual digital websites etc.

ML 52

ML Data Scientist Machine Learning Data Science 52