Name: End-to-End Governance and Scale of AI and Model Driven Initiatives
Uploaded: 2021-10-22T18:54:17.000Z
Duration: 28 min 9 s
Description: End-to-End Governance and Scale of AI and Model Driven Initiatives

Customer Identity and Access Management (CIAM)

Customer Training

Help Desk

Web and Video Conferencing

Customer Support

AI Code Generation

Accessibility Testing

Performance Testing

Development

Classroom Management

Education

Business Intelligence (BI)

Collaboration

Data Extraction

Demand Planning

Emissions Management

Integrated Workplace Management (IWMS)

Online Notary

Statistical Analysis

Enterprise

Accounting

Travel Management

Finance and Accounting

Applicant Tracking

Corporate Learning Management

HR Management

Payroll

Talent Intelligence

Talent Management

Workforce Analytics

Workforce Management

Human Resources

Cloud Storage

Data Deduplication

Data Privacy Management

Data Science

DevSecOps

Email Verification

Embedded Database

Fraud Detection

IP Address Management (IPAM)

Integration Platform as a Service (iPaaS)

License Management

Network Performance Monitoring

Network Security

Open-Source Database

Operating Systems

Sensitive Data Discovery

Service Virtualization

Single Sign-On

Software Distribution

Web Portal

Information Technology

A/B Testing

Ad Serving & Retargeting

All-in-One Marketing

Appointment Scheduling

Audience Intelligence

Competitive Intelligence

Content Management

Email Marketing

Marketing Automation

Product Sampling

Social Media Advertising

Social Media Management

Social Media Monitoring

Survey & Forms Building

Text to Speech

Web Analytics

Marketing

Project Management

Professional Services

Auction Software

Customer Relationship Management (CRM)

Lead Management

Lead-to-Account Matching and Routing

Sales Training

Sales

Application Security

Virtualization Security

Security

Banking

Equipment Rental

Fleet Management

Medical Office EMR & EHR

Vertical-Specific

medium

Weights & Biases helps machine learning teams build better models.  Practitioners can  debug, compare and reproduce their models — architecture, hyperparameters, git commits, model weights, GPU usage, datasets and predictions — and collaborate with their teammates.

Starter

Weights & Biases

MLOps

Amazon SageMaker

Likelihood to Recommend

Amazon AWS

Vertex AI

Performance

Configurability

Google

MLflow

Open Source

Comet ML

Comet ML Inc.

Minitab Model Ops

Minitab

BentoML

ClearML

Allegro.pl (ClearML)

Datatron MLOps Platform

Datatron

ModelOp Center automates the governance, management and monitoring of deployed AI, ML models across platforms and teams, to support reliable, compliant and scalable AI initiatives, and with the goal of accelerating model operationalization and reducing operationalization costs.

large

small

RapidMiner is a data science and data mining platform, from Altair since the late 2022 acquisition. RapidMiner offers full automation for non-coding domain experts, an integrated JupyterLab environment for seasoned data scientists, and a visual drag-and-drop designer.  RapidMiner’s project-based framework helps to ensure that others can build off their work using visual workflows or automated data science.

Professional

AI Hub

RapidMiner

Platform Connectivity

Data Exploration

Data Preparation

Platform Data Modeling

Model Deployment

Connect to Multiple Data Sources

Extend Existing Data Sources

Automatic Data Format Detection

MDM Integration

Visualization

Interactive Data Analysis

Interactive Data Cleaning and Enrichment

Data Transformations

Data Encryption

Built-in Processors

Multiple Model Development Languages and Tools

Automated Machine Learning

Single platform for multiple model development

Self-Service Model Delivery

Flexible Model Publishing Options

Security, Governance, and Cost Controls

Altair Engineering, Inc.

Vertex AI on Google Cloud is an MLOps solution, used to build, deploy, and scale machine learning (ML) models with fully managed ML tools for any use case.

Imagen model for image generation

Text, chat, and code generation

Image data training, deployment, and prediction

Video data training and prediction

Text data upload, training, deployment, prediction

ModelOp Center

ModelOp

ModelOp Center Product Overview

See how ModelOp Center can govern and scale your AI initiatives.

Learn more 👉 modelop.com/product/

End-to-End Governance and Scale of AI and Model Driven Initiatives

Model Risk Management in the Age of AI.
Enterprises have strict risk, regulatory and compliance policies today. When it comes to AI, those policies are continuing to evolve. In this presentation, ModelOp Co-founder and Chief Enterprise AI Architect, Stu Bailey shares a case study of a large financial institution that is using AI to better add new layers of defense for fraud detection, and how they successfully established an audit ready ModelOps practice that also reduced model operational costs by 50%.

Learn more 👉 modelop.com/model-risk-industrialization/

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Amazon SageMaker

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