Towards AI

APRIL 27, 2023

for e.g., if a manufacturing or logistics company is collecting recording data from CCTV across its manufacturing hubs and warehouses, there could be a potentially a good number of use cases ranging from workforce safety, visual inspection automation, etc. 99% of consultants will rather ask you to actually execute these POCs.

Automation 98

Automation Auto-complete Computer Vision ML Engineer 98

Mlearning.ai

FEBRUARY 18, 2023

HITS (Hyperlink-Induced Topic Search) is a metric that measures the significance of web sites inside a hyperlink network. The algorithm is made up of two parts: the authority and the hub.

Algorithm 52

Algorithm ML Data Science Python 52

John Snow Labs

DECEMBER 26, 2023

In today’s enormous digital environment, where information flows at breakneck speed, determining the sentiment concealed inside textual data has become critical. For instance, a developer can assess the accuracy, robustness, and bias of a sentiment analysis model by applying LangTest’s suite of 50+ out-of-the-box tests. !pip

Neural Network 52

Neural Network Computational Linguistics Natural Language Processing NLP 52

John Snow Labs

OCTOBER 19, 2023

harness = Harness(task='ner', model=[ {"model": "ner.dl", "hub": "johnsnowlabs"}, {"model": "en_core_web_sm", "hub": "spacy"}, ], data={'data_source': "path/to/conll03.conll"}, harness.generate().run().report()

NLP 52

NLP Natural Language Processing AI AI 52

AWS Machine Learning Blog

JULY 25, 2023

Amazon SageMaker JumpStart is an ML hub offering algorithms, models, and ML solutions. We encourage you to try out the approach provided in this post to embed generative AI capabilities in your existing environment while still keeping it inside your own VPC with no internet access.

Generative AI 83

Generative AI Python AI AI 83

AWS Machine Learning Blog

JANUARY 26, 2024

You can use services like AWS Security Hub to centralize and automate your security checks to detect deviations from security best practices and accelerate investigation and automate remediation of security findings with playbooks.

Generative AI 128

Generative AI LLM ML AI 128

Flipboard

FEBRUARY 15, 2023

Amazon SageMaker JumpStart is the machine learning (ML) hub of SageMaker that offers over 350 built-in algorithms, pre-trained models, and pre-built solution templates to help you get started with ML fast. Replace the contents of the abalone directory with the scripts present in the GitHub folder.

ML 112

ML Natural Language Processing Computer Vision Machine Learning 112

Mlearning.ai

FEBRUARY 6, 2023

In this example, all our code is inside the src directory FROM python:3.8 ECR is a container registry like Docker Hub where we can host container images. . # Get the input and output filepath. for in_filename, out_filename in zip(input_list, output_list): # Read the dataset. Below is a sample DOCKER file.

ML 52

ML Python Machine Learning Data Scientist 52

Heartbeat

AUGUST 16, 2023

huggingface-hub==0.13.3 in the runs/detect folder inside the project folder. So the folder structure should now be: videoClassification/ │ ├── video_data/ │ ├── train/ │ │ ├── entertainment/ │ │ │ ├── video1.mp4 mp4 │ │ │ ├── video2.mp4 mp4 │ │ │ └──. │ │ ├── music/ │ │ │ ├── video3.mp4 mp4 │ │ │ ├── video4.mp4 mp4 │ │ │ ├── video6.mp4

Python 52

Python Computer Vision Deep Learning ML 52

AWS Machine Learning Blog

APRIL 23, 2024

Build and test custom Docker images in SageMaker Studio spaces In this step, you install Docker inside the JupyterLab (or Code Editor) app space and use Docker to build, test, and publish custom Docker images with SageMaker Studio spaces. bullseye image hosted on Docker Hub : # Use the specified Python base image FROM python:3.10.13-bullseye

ML 103

ML Python Machine Learning Generative AI 103

Explosion

NOVEMBER 16, 2021

The spaCy configuration system The spaCy project system Final thoughts The spaCy configuration system If I were to redo my NER training project again, I’ll start by generating a config.cfg file: python -m spacy init config --pipeline ner config.cfg Think of config.cfg as our main hub, a complete manifest of our training procedure.

NLP 52

NLP Python Machine Learning Software Engineer 52

AWS Machine Learning Blog

APRIL 16, 2024

Notebook prototyping using the Hugging Face Hub To begin prototyping, you need the following: GitHub code – The code presented in this section is available in the following GitHub repo and by referencing the example notebook. In this section, we discuss the two ways to use the integrated Jupyter AI tool.

Data Scientist 96

Data Scientist Generative AI ML Machine Learning 96

AWS Machine Learning Blog

JUNE 23, 2023

file, as well as the first line of the Dockerfile inside the Docker directory, to host this solution on the x86 architecture. Download the pretrained model that will be deployed from the Hugging Face model hub into the./model_endpoint/runtime/serving_api/custom_lambda_utils/model_artifacts Package the model artifacts inside a.tar.gz

Large Language Models 91

Large Language Models ML Python Machine Learning 91

PyImageSearch

OCTOBER 16, 2023

How can we push the container to Docker Hub? How can we pull a container from Docker Hub? docker exec -it a8c bash : This will enter the Docker container and execute the bash command to start a shell inside the container. What are some common utilities of the Docker CLI that we need to manipulate containers?

Computer Vision 128

Computer Vision Deep Learning Machine Learning Artificial Intelligence 128

TensorFlow

JANUARY 18, 2023

Hub - HFPusher. Hub service. The “blessed” model is also pushed to the Hugging Face Hub alongside an interactive demo via a custom HFPusher TFX component. Hugging Face Hub is a very popular place to store models and publish a fully working ML-powered interactive application for free. Integration with Hugging Face ?

Data Ingestion 52

Data Ingestion ML DevOps Automation 52

PyImageSearch

MARCH 13, 2023

Transformers and Datasets libraries to load and train a model on the Scene Parsing dataset and the Hub library to publish our model. Requirements Before starting, please create an account on the Hugging Face Hub. This will allow us to push our trained models and preprocessing pipeline to the Hub for public or private use.

Computer Vision 117

Computer Vision Deep Learning Neural Network Metadata 117

Heartbeat

DECEMBER 27, 2023

Creating a virtual environment inside a Docker container makes little sense, as Docker provides the required isolations. They are public and private Docker registries; Docker Hub is a public registry, and Docker, by default, is configured to look for images in Docker Hub.

Machine Learning 52

Machine Learning Python ML Categorization 52

Towards AI

JULY 17, 2023

PyPI serves as a central hub where developers can publish their Python packages, making them easily discoverable and accessible to the wider Python community. Go inside the cloned directory and open the command prompt. This is done so that we can access the code inside the directory from outside.

Python 94

Python Metadata Automation AI 94

AWS Machine Learning Blog

JANUARY 17, 2024

There are several other use cases, including generating location intelligence for commercial real estate, augmenting satellite imagery data with footfall numbers, identifying delivery hubs for restaurants, determining neighborhood evacuation likelihood, discovering people movement patterns during a pandemic, and more.

ETL 110

ETL ML Machine Learning Data Scientist 110

Viso.ai

MARCH 29, 2024

st.sidebar() – creates a sidebar in your app interface and puts elements inside. To implement image classification , you can utilize a pre-trained TensorFlow Hub model to build an application that can identify a person in an office. To organize your app with Streamlit – you can create a sidebar or a container on your page.

Computer Vision 52

Computer Vision Auto-classification Machine Learning Python 52

AWS Machine Learning Blog

JANUARY 17, 2023

Amazon SageMaker JumpStart is the Machine Learning (ML) hub of SageMaker providing pre-trained, publicly available models for a wide range of problem types to help you get started with machine learning. Understanding customer behavior is top of mind for every business today. Fit an AutoGluon multimodal weighted/stacked ensemble model.

Categorization 73

Categorization BERT Machine Learning Neural Network 73

AI Weekly

MAY 11, 2023

But their makers are Inside the many debates swirling around the rapid rollout of so-called artificial intelligence, there is a relatively obscure skirmish focused on the choice of the word “hallucinate”. [Learn more] sjv.io In The News Google I/O 2023: Search king adds AI to respond to Microsoft challenge Alphabet Inc's (GOOGL.O)

AI Chatbots 130

AI Chatbots Chatbots Robotics Artificial Intelligence 130

John Snow Labs

OCTOBER 12, 2023

Publish Models Directly into Models HUB We’re excited to introduce a streamlined way to publish NLP models to the NLP Models HUB directly from NLP Lab. Now, you are all set to publish your models to the NLP Models HUB! Users should first download the Roberta zero-shot NER model from the Models HUB to create NER prompts.

NLP 52

NLP Auto-complete Auto-classification Prompt Engineer 52

Flipboard

OCTOBER 9, 2023

Example: docker stop f4d Example output: docker push This command takes the image you created for a certain Dockerfile and pushes it to Docker Hub. Example: docker pull suvadityamuk/docker-trial-pyimagesearch Example output: docker login This is a simple command to log into Docker Hub, to allow for push/pull operations.

Machine Learning 116

Machine Learning Computer Vision Deep Learning Python 116

The MLOps Blog

JUNE 27, 2023

Can you use it inside orchestration and pipeline tools? Model hubs Model hubs provide a centralized platform for managing, sharing, and deploying ML models. CI/CD/CT compatibility : how well does it work with CI/CD tools? Does it support continuous training/testing (CT)?

Machine Learning 134

Machine Learning Metadata Data Quality Data Scientist 134

PyImageSearch

JANUARY 22, 2024

To download a scheduler config from the Hub, you can make use of the from_config() method to load a configuration and instantiate a scheduler. They are defined by their.config and can be loaded from the Hub as well as saved and loaded locally. Join me in computer vision mastery.

Computer Vision 64

Computer Vision Deep Learning Neural Network Algorithm 64

AWS Machine Learning Blog

MARCH 28, 2024

One of the key components of SageMaker JumpStart is the Model Hub, which offers a vast catalog of pre-trained models, such as the Mixtral-8x7B, for a variety of tasks. It provides a collection of pre-trained models that you can deploy quickly and with ease, accelerating the development and deployment of machine learning (ML) applications.

LLM 118

LLM Auto-complete Auto-classification Generative AI 118

AWS Machine Learning Blog

SEPTEMBER 15, 2023

The agent can subsequently be integrated with Amazon Lex and used as a chatbot inside websites or AWS Connect. We will use SageMaker JumpStart foundation model hub to easily deploy the Flan-UL2 model. Agent orchestrator Below is an abbreviated version of the agent loop inside the agent orchestrator Lambda function.

LLM 108

LLM Prompt Engineer Prompt Engineering Large Language Models 108

John Snow Labs

FEBRUARY 21, 2024

Optional regions; these are bounding boxes that correspond to either text chunks inside the image(typically patches of two or more words), or an empty regions list for the case in which the image fed to ImageToTextV2 corresponds to individual chunks inside the image. More on this soon. setInputCol("image").setOutputCol("detected_regions").setWithRefiner(False)

NLP 52

NLP Explainability ML 52

Machine Learning World

MARCH 13, 2019

Awesome thing in Images is that they created with just one file (Dockerfile) and thus can be stored in Git/Docker Hub, simple transferred across the net. Making images with Dockerfiles Before trying to write some big Dockerfile with plenty of installation code it good to search it on Docker Hub (aka github for docker images).

DevOps 52

DevOps Python Machine Learning 52

AWS Machine Learning Blog

NOVEMBER 21, 2023

Amazon SageMaker JumpStart is a machine learning (ML) hub that helps accelerate this journey. If corpus size exceeds these limits, you could use a SageMaker training job, which generates embeddings for your large dataset and persists them alongside the model inside the SageMaker endpoint. English BGE Base En 29.1

Machine Learning 93

Machine Learning Computer Vision ML Algorithm 93

AWS Machine Learning Blog

FEBRUARY 29, 2024

During experimentation (local testing), you can specify environment variables inside the env.env file and then export them by running the following command in your terminal: source env.env Note that the values of environment variables in env.env should be placed inside quotation marks (for example, SMP_REGION="us-east-1" ).

Automation 98

Automation Python Machine Learning ML 98

Topbots

APRIL 15, 2024

As we highlighted in our previous article, Semiconductor Titans: Inside the World of AI Chip Manufacturing and Design , the dominance of TSMC in chip manufacturing and NVIDIA in chip design presents a significant concentration risk. However, the complexities of the semiconductor supply chain extend far beyond these giants’ dominance.

AI 59

AI AI Automation Generative AI 59

Marktechpost

JUNE 22, 2023

This can promise you that your presentations and the visuals inside them will dazzle your audience in previously impossible ways due to their low production costs and lack of interest in using stock images. It can take any input and produce remarkable outcomes.

AI Tools 109

AI Tools Natural Language Processing Artificial Intelligence Artificial Intelligence 109

O'Reilly Media

JULY 20, 2021

How does basic security maintenance happen inside a communal space? The world inside a home is protected by a barrier like a locked door; the capabilities of communal devices should respect that. When should their access be controllable from the devices themselves? How should people be reminded to update their access control lists?

Software Engineer 121

Software Engineer Automation Machine Learning ML 121

Snorkel AI

MARCH 2, 2023

There are areas in collaborative application, like in your word processor, in your spreadsheets, et cetera, in your contact centers, even inside your Jupyter Notebooks. These are obviously areas that we can look at. All areas where positives and negatives reside.

Large Language Models 52

Large Language Models Prompt Engineer Prompt Engineering Neural Network 52

Snorkel AI

MARCH 2, 2023

There are areas in collaborative application, like in your word processor, in your spreadsheets, et cetera, in your contact centers, even inside your Jupyter Notebooks. These are obviously areas that we can look at. All areas where positives and negatives reside.

Large Language Models 52

Large Language Models Prompt Engineer Prompt Engineering Neural Network 52