the United States’s
mlops and data science platforms industry,
in focus.

Cloud Computing / Scalability

25.5% of this theme group

Cloud computing (213) · Scalability (34) · Distributed computing (16) · Operating system (20)

Cloud Computing: Distributed Internet Computing for IT and Scientific Research

Big data and cloud computing

Cloud Computing / Automation

15.1% of this theme group

Cloud computing (95) · Automation (16) · Analytics (13) · Big data (15)

Real-Time AI-Powered Predictive Analytics in Cloud-Based Healthcare Platforms: From Concept to Implementation

Cloud finance architecture: Designing scalable and secure artificial intelligence infrastructure for financial applications

Computer Security / Cloud Computing Security

14.9% of this theme group

Computer security (58) · Cloud computing security (48) · Cloud computing (114) · Internet privacy (12)

Security and Privacy Challenges in Cloud Computing Environments

An analysis of security issues for cloud computing

Virtualization / Software Deployment

14.1% of this theme group

Virtualization (14) · Software deployment (16) · Microservices (11) · Encryption (10)

Network function virtualization: Challenges and opportunities for innovations

Software-defined network virtualization: an architectural framework for integrating SDN and NFV for service provisioning in future networks

Big Data / Health Care

13.2% of this theme group

Big data (35) · Health care (18) · Cloud computing (55) · Digital transformation (10)

Methodological challenges and analytic opportunities for modeling and interpreting Big Healthcare Data

Exploring the future of artificial intelligence, cloud, and data-driven innovation in healthcare delivery

Aerosol / Atmospheric Sciences

10.8% of this theme group

Aerosol (23) · Atmospheric sciences (15) · Climatology (12) · Radiative transfer (11)

Improving our fundamental understanding of the role of aerosol−cloud interactions in the climate system

Review of Aerosol–Cloud Interactions: Mechanisms, Significance, and Challenges

Enhanced Data Rates For Gsm Evolution / Edge Computing

6.4% of this theme group

Enhanced Data Rates for GSM Evolution (32) · Edge computing (30) · Edge device (18) · Cloud computing (43)

Edge Computing: Vision and Challenges

The Promise of Edge Computing

Cloud Computing / Operating System

26.1% of this theme group

Cloud computing (71) · Operating system (13) · Scalability (11) · Resource (6)

Above the Clouds: A Berkeley View of Cloud Computing

On the Use of Cloud Computing for Scientific Workflows

Aerosol / Atmospheric Sciences

20.5% of this theme group

Aerosol (32) · Atmospheric sciences (21) · Radiative transfer (10) · Cloud condensation nuclei (7)

Reduced aerosol pollution diminished cloud reflectivity over the North Atlantic and Northeast Pacific

Regional variability of aerosol impacts on clouds and radiation in global kilometer-scale simulations

Atmospheric Sciences / Cloud Cover

17.9% of this theme group

Atmospheric sciences (18) · Cloud cover (12) · Climatology (11) · Climate model (10)

Cloud ice: A climate model challenge with signs and expectations of progress

Exposing Global Cloud Biases in the Community Atmosphere Model (CAM) Using Satellite Observations and Their Corresponding Instrument Simulat

Analytics / Big Data

13.0% of this theme group

Analytics (7) · Big data (7) · Cloud computing (23) · Automation (6)

AI-Driven Big Data Analytics in Cloud Environments: Applications and Innovations

Technical Review: AI and Human-AI Collaboration in Enterprise Cloud Infrastructure Automation and Platform Engineering for Multi-Cloud Globa

Encryption / Intrusion Detection System

11.7% of this theme group

Encryption (5) · Intrusion detection system (3) · Data security (3) · Cryptography (3)

Invisible Leaks: Covert Channel Exploitation in In-Sensor Computing System

Applying AI-Based Threat Detection Systems to Secure Distributed Iot Networks and Real-Time Data Transmission in Edge Computing and Cybersec

Satellite / Cloud Computing

10.7% of this theme group

Satellite (11) · Cloud computing (23) · Cloud top (5) · Lidar (4)

Water droplet calibration of the Cloud Droplet Probe (CDP) and in-flight performance in liquid, ice and mixed-phase clouds during ARCPAC

Classifying clouds around the globe with the CloudSat radar: 1‐year of results

Cloud Computing / Distributed Computing

26.4% of this theme group

Cloud computing (1,263) · Distributed computing (159) · Scalability (245) · Scheduling (130)

A Review on Load Balancing Framework for Efficient Resource Scheduling in Cloud-based Healthcare Systems

Multi-Cloud Optimization: Orchestrating Workloads Across Heterogeneous Cloud Environments

Scalability / Virtualization

18.3% of this theme group

Scalability (156) · Virtualization (68) · Software deployment (84) · Cloud computing (224)

<i>$\mathsf{streamline}$</i>: Accelerating Deployment and Assessment of Real-Time Big Data Systems

An Optimized Automated Machine Learning Pipeline for High-Performance, Cost-Efficient, and Reliable Deployment

Encryption / Cloud Computing

15.7% of this theme group

Encryption (174) · Cloud computing (612) · Computer security (155) · Cryptography (68)

Privacy-Preserving and Communication-Efficient Federated Learning for Cloud-Scale Distributed Intelligence

Cloud Security in Financial Services: Implementing Scalable and Compliant Multi-Cloud Architectures

Cloud Computing / Analytics

13.5% of this theme group

Cloud computing (551) · Analytics (92) · Big data (80) · Automation (74)

A Framework for Intelligent Cloud Systems: Enabling Secure, Policy-Driven, and Sustainable AI at Scale

AI-Driven Optimization of Cloud Data Centers: Enhancing Reliability and Cost Efficiency

Aerosol / Meteorology

11.3% of this theme group

Aerosol (90) · Meteorology (72) · Satellite (99) · Atmospheric sciences (62)

Estimating cloud condensation nuclei from aerosol optical properties across diverse environments: observations, models, and prediction appro

A Model Intercomparison Study of Aerosol-cloud-turbulence Interactions in a Cloud Chamber. Part 1: Model Results

Edge Computing / Enhanced Data Rates For Gsm Evolution

9.0% of this theme group

Edge computing (231) · Enhanced Data Rates for GSM Evolution (232) · Edge device (91) · Mobile edge computing (53)

A Secure IoT Service Architecture With an Efficient Balance Dynamics Based on Cloud and Edge Computing

Integrate Federated Learning and Edge Computing to Provide Real-Time Attack Prediction with Cybersecurity Threat Intelligence in the Interne

Point Cloud / Lidar

5.8% of this theme group

Point cloud (218) · Lidar (37) · Segmentation (27) · Cloud computing (166)

Point cloud labeling using 3D Convolutional Neural Network

LPD-Net: 3D Point Cloud Learning for Large-Scale Place Recognition and Environment Analysis

San Francisco

46.3% across the displayed hubs

8 companies hiring · $46.4B disclosed funding

New York City

22.4% across the displayed hubs

1 companies hiring · $677.0M disclosed funding

Palo Alto

8.1% across the displayed hubs

3 companies hiring · $792.0M disclosed funding

Austin

6.1% across the displayed hubs

0 companies hiring · $163.8M disclosed funding

Seattle

5.3% across the displayed hubs

1 companies hiring · $223.5M disclosed funding

Mountain View

4.1% across the displayed hubs

2 companies hiring · $168.2M disclosed funding

Los Angeles

4.1% across the displayed hubs

0 companies hiring · $51.1M disclosed funding

Boston

3.7% across the displayed hubs

2 companies hiring · $1.1B disclosed funding