ODSC - Open Data Science

SEPTEMBER 27, 2023

Metadata Management: Tracking metadata , such as data schema, data sources, and data transformation processes, aids in understanding the evolution of datasets and the context of changes. About Author – Kruti Chapaneri is an aspiring software engineer and tech writer with a strong interest in the intersection of technology and business.

Big Data 98

Big Data Metadata ETL Business Intelligence 98

AWS Machine Learning Blog

MARCH 2, 2023

The Amazon Kendra’s S3 connector supports indexing documents and their associated metadata stored in an S3 bucket. Leave Metadata files prefix folder location blank. By default, metadata files are stored in the same directory as the documents. For more information, see Amazon S3 document metadata.

Metadata 87

Metadata Machine Learning Software Engineer Algorithm 87

Google Research AI blog

JUNE 14, 2023

Marcos Seefelder, Software Engineer, and Daniel Duckworth, Research Software Engineer, Google Research When choosing a venue, we often find ourselves with questions like the following: Does this restaurant have the right vibe for a date? Is there good outdoor seating? Are there enough screens to watch the game?

Software Engineer 129

Software Engineer Neural Network Computer Vision Metadata 129

AWS Machine Learning Blog

JANUARY 17, 2023

This development approach can be used in combination with other common software engineering best practices such as automated code deployments, tests, and CI/CD pipelines. cdk.json – Contains metadata, and feature flags. Cory Hairston is a Software Engineer at the Amazon ML Solutions Lab. AWS CDK scripts.

Software Engineer 76

Software Engineer ML Engineer ML Machine Learning 76

AWS Machine Learning Blog

NOVEMBER 8, 2023

AHI provides API access to ImageSet metadata and ImageFrames. Metadata contains all DICOM attributes in a JSON document. MAP connector to AWS HealthImaging AWS HealthImaging imports DICOM P10 files and converts them into ImageSets, which are a optimized representation of a DICOM series.

Metadata 98

Metadata AI AI Python 98

ODSC - Open Data Science

MARCH 27, 2023

Scaling AI/ML Workloads with Ray Kai Fricke | Senior Software Engineer | Anyscale Inc. If so, when and who should perform them? And, Most importantly, what is the point of all this governance, and how much is too much?

Machine Learning 98

Machine Learning Data Ingestion ML Explainability 98

AWS Machine Learning Blog

DECEMBER 19, 2023

Just like DevOps combines development and operations for software engineering, MLOps combines ML engineering and IT operations. With the rapid growth in ML systems and in the context of ML engineering, MLOps provides capabilities that are needed to handle the unique complexities of the practical application of ML systems.

Machine Learning 107

Machine Learning ML Engineer DevOps ML 107

AWS Machine Learning Blog

FEBRUARY 13, 2024

There are two distinct categories of permissions associated with sharing resources: Discoverability permissions – Discoverability means being able to see feature group names and metadata. Mizanur Rahman is a Senior Software Engineer for Amazon SageMaker Feature Store with over 10 years of hands-on experience specializing in AI and ML.

ML 108

ML ML Engineer Machine Learning Data Scientist 108

The MLOps Blog

JANUARY 23, 2023

Data version control in machine learning vs conventional software engineering Data version control in machine learning and conventional software engineering have some similarities, but there are also some key differences to consider. This is where data versioning comes in. neptune.ai size: Size of the file, in kilobytes.

ML 52

ML Machine Learning Metadata Data Scientist 52

AWS Machine Learning Blog

APRIL 7, 2023

In our example, we have selected port 30,007 as our NodePort : # algo-1-ow3nv-service.yaml apiVersion: v1 kind: Service metadata: annotations: kompose.cmd: kompose convert kompose.version: 1.26.0 Mohammed holds a bachelor’s degree in Telecommunications Engineering from Concordia University. Instances[*].

BERT 81

BERT Metadata Natural Language Processing ML 81

The MLOps Blog

JANUARY 23, 2023

Just so you know where I am coming from: I have a heavy software development background (15+ years in software). Came to ML from software. Founded two successful software services companies. Founded neptune.ai , a modular MLOps component for ML metadata store , aka “experiment tracker + model registry”.

DevOps 59

DevOps Metadata Software Engineer Data Scientist 59

Bugra Akyildiz

JUNE 11, 2023

DIDACT utilizes interactions among engineers and tools to power ML models that assist Google developers, by suggesting or enhancing actions developers take — in context — while pursuing their software-engineering tasks.

Algorithm 52

Algorithm Deep Learning Python NLP 52

AWS Machine Learning Blog

NOVEMBER 16, 2023

The platform also enables SageMaker experiment tracking, which allows end-users to log and track all the metadata associated with their ML experiments, including hyperparameters, input data, code, and model artifacts. Irina has a strong technical background in machine learning, cloud computing, and software engineering.

Data Scientist 92

Data Scientist ML Data Science Automation 92

AWS Machine Learning Blog

DECEMBER 6, 2023

The search precision can also be improved with metadata filtering. To overcome these limitations, we propose a solution that combines RAG with metadata and entity extraction, SQL querying, and LLM agents, as described in the following sections. But how can we implement and integrate this approach to an LLM-based conversational AI?

Metadata 104

Metadata LLM NLP Conversational AI 104

IBM Journey to AI blog

APRIL 1, 2024

GitOps for repo data Backstage allows developers and teams to express the metadata about their projects from yaml files. This potential stems from their role as force-multipliers in the technology sector, emphasizing the importance of leveraging existing software engineering talent effectively to spur economic growth and innovation.

Software Development 199

Software Development Software Engineer Automation Metadata 199

AWS Machine Learning Blog

APRIL 11, 2024

The workflow consists of the following steps: A user or application uploads a sample document image with classification metadata to a document image gallery. An S3 prefix or S3 object metadata can be used to classify gallery images. An Amazon S3 object notification event invokes the embedding AWS Lambda function.

IDP 104

IDP Software Engineer Metadata Categorization 104

AWS Machine Learning Blog

SEPTEMBER 29, 2023

This guest post is co-written by Lydia Lihui Zhang, Business Development Specialist, and Mansi Shah, Software Engineer/Data Scientist, at Planet Labs. The coefficients for correcting to at-sensor reflectance are provided in the scene metadata, which further improves the consistency between images taken at different times.

Machine Learning 115

Machine Learning ML Data Scientist Python 115

AWS Machine Learning Blog

NOVEMBER 1, 2023

Organizations can search for PII using methods such as keyword searches, pattern matching, data loss prevention tools, machine learning (ML), metadata analysis, data classification software, optical character recognition (OCR), document fingerprinting, and encryption. Outside of work, he enjoys playing lawn tennis and reading books.

Software Engineer 90

Software Engineer Metadata Machine Learning Natural Language Processing 90

Google Research AI blog

JUNE 23, 2023

Posted by Ramki Gummadi, Software Engineer, Google and Kevin Chen, Software Engineer, YouTube Caching is a ubiquitous idea in computer science that significantly improves the performance of storage and retrieval systems by storing a subset of popular items closer to the client based on request patterns.

Automation 79

Automation Neural Network Software Engineer Metadata 79

The MLOps Blog

AUGUST 3, 2023

Stefan is a software engineer, data scientist, and has been doing work as an ML engineer. The idea is we want to help you enable a junior team of data scientists to not trip up over the software engineering aspects of maintaining the code within the macro tasks of something such as Airflow.

ML 52

ML Data Scientist Software Engineer Machine Learning 52

AWS Machine Learning Blog

APRIL 23, 2024

Here are some features which we will cover: AWS CloudFormation support Private network policies for Amazon OpenSearch Serverless Multiple S3 buckets as data sources Service Quotas support Hybrid search, metadata filters, custom prompts for the RetreiveAndGenerate API, and maximum number of retrievals. Nitin Eusebius is a Sr.

Generative AI 107

Generative AI Automation Metadata Machine Learning 107

deepsense.ai

SEPTEMBER 11, 2023

In recent times, the rapid advancement of AI technologies like ChatGPT and other Large Language Models (LLMs) have sparked growing panic among the software engineering community. Don’t give up on being a developer According to a 2019 report by the UK Office for National Statistics, software engineers face a 27.4%

AI Developer 81

AI Developer AI Development Generative AI Software Engineer 81

TensorFlow

NOVEMBER 29, 2023

Posted by Marat Dukhan and Frank Barchard, Software Engineers CPUs deliver the widest reach for ML inference and remain the default target for TensorFlow Lite. The metadata can be added during model conversion using the _experimental_supported_accumulation_type attribute of the tf.lite.TargetSpec object: converter. target_spec.

Metadata 105

Metadata Neural Network Software Engineer Computer Vision 105

The MLOps Blog

JUNE 27, 2023

When thinking about a tool for metadata storage and management, you should consider: General business-related items : Pricing model, security, and support. When thinking about a tool for metadata storage and management, you should consider: General business-related items : Pricing model, security, and support. Can you compare images?

Machine Learning 134

Machine Learning Metadata Data Quality Data Scientist 134

AWS Machine Learning Blog

SEPTEMBER 28, 2023

The registry contains metadata about generative AI service endpoints that an organization consumes, whether it’s an internally deployed FM or an externally provided generative AI API from a vendor. This table will hold the endpoint, metadata, and configuration parameters for the model. He holds a B.S.

Generative AI 99

Generative AI Metadata AI AI 99

Viso.ai

MARCH 29, 2024

This issue becomes even more difficult when code is passed between different roles, such as from a data scientist to a software engineer for deployment. Local Tracking with Database: You can use a local database to manage experiment metadata for a cleaner setup compared to local files.

Machine Learning 52

Machine Learning ML Automation Data Scientist 52

AWS Machine Learning Blog

OCTOBER 25, 2023

format(as_iso_date(target_date)) } }, } #query raster data using SageMaker geospatial capabilities sentinel2_items = geospatial_client.search_raster_data_collection(**search_params) The response contains a list of matching Sentinel-2 items and their corresponding metadata. format(as_iso_date(target_date)), "EndTime": "{}T23:59:59Z".format(as_iso_date(target_date))

Metadata 89

Metadata Machine Learning ML Software Engineer 89

AWS Machine Learning Blog

JANUARY 9, 2024

For ContextDaysToLive , enter the length of time to keep conversation metadata cached in Amazon DynamoDB (you can leave this as the default). He worked in Seattle and Luxembourg and is now based in Tel Aviv, Israel, where he dedicates his time to building software to revolutionize the future of Human Resources.

Software Engineer 111

Software Engineer Metadata Software Development Generative AI 111

AWS Machine Learning Blog

APRIL 4, 2024

We perform media monitoring, where we add additional metadata to each segment, such as league scores, relevant teams, and players. Gal Goldman is a Senior Software Engineer and an Enterprise Senior Solution Architect in AWS with a passion for cutting-edge solutions.

Machine Learning 78

Machine Learning ML Artificial Intelligence Artificial Intelligence 78

The MLOps Blog

OCTOBER 3, 2023

I started from tech, my first job was an internship at Google as a software engineer. I’m from Poland, and I remember when I got an offer from Google to join as a regular software engineer. There’s no component that stores metadata about this feature store? It was two or three times more. How awful are they?”

ML 52

ML Data Scientist Machine Learning Data Science 52

Google Research AI blog

AUGUST 15, 2023

Furthermore all potentially identifiable metadata was only shared in an aggregated form, to protect students and institutions from being re-identified. Acknowledgements This work involved collaborative efforts from a multidisciplinary team of researchers, software engineers and educational subject matter experts.

Metadata 75

Metadata Algorithm Software Engineer ML 75

The MLOps Blog

FEBRUARY 27, 2023

What I mean is when data scientists are working hand in hand with software engineers or MLOps engineers, that would then take over or wrap up the solution. What we do, quite often or usually, and what I like a lot, is to have an interdisciplinary team pretty much as soon as it’s possible.

Computer Vision 52

Computer Vision Auto-classification Auto-complete ML 52

AWS Machine Learning Blog

AUGUST 4, 2023

For more information on how you can create, modify, or delete metadata and content when ingesting your data from Alfresco, refer to Enriching your documents during ingestion and Enrich your content and metadata to enhance your search experience with custom document enrichment in Amazon Kendra.

Metadata 77

Metadata Software Engineer ML Machine Learning 77

AWS Machine Learning Blog

APRIL 16, 2024

Text to SQL: Using natural language to enhance query authoring SQL is a complex language that requires an understanding of databases, tables, syntaxes, and metadata. Varun Shah is a Software Engineer working on Amazon SageMaker Studio at Amazon Web Services. In his free time, he enjoys playing chess and traveling.

Data Scientist 93

Data Scientist Generative AI ML Machine Learning 93

Snorkel AI

MARCH 2, 2023

From a software engineering perspective, machine-learning models, if you look at it in terms of the number of parameters and in terms of size, started out from the transformer models. So the application started to go from the pure software-engineering/machine-learning domain to industry and the sciences, essentially.

Large Language Models 52

Large Language Models Prompt Engineer Prompt Engineering Neural Network 52

Snorkel AI

MARCH 2, 2023

From a software engineering perspective, machine-learning models, if you look at it in terms of the number of parameters and in terms of size, started out from the transformer models. So the application started to go from the pure software-engineering/machine-learning domain to industry and the sciences, essentially.

Large Language Models 52

Large Language Models Prompt Engineer Prompt Engineering Neural Network 52

AWS Machine Learning Blog

MAY 31, 2023

Each model deployed with Triton requires a configuration file ( config.pbtxt ) that specifies model metadata, such as input and output tensors, model name, and platform. With a background in software engineering, she organically moved into an architecture role. Triton uses TorchScript for improved performance and flexibility.

ML 86

ML Auto-classification Auto-complete Natural Language Processing 86