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features
design
support

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Write a Review

Description

Bring your delivery business online with the On-Demand Delivery App, CereKart. Serve a broad audience and save on labor costs. CereKart redefines the customer experience with its user-friendly interface and features. Get fully customized white label on-demand delivery apps for your business. Online ordering system with next-gen technology; trusted by thousands across the globe.

Description

Flower is a federated learning framework that is open-source and aims to make the creation and implementation of machine learning models across distributed data sources more straightforward. By enabling the training of models on data stored on individual devices or servers without the need to transfer that data, it significantly boosts privacy and minimizes bandwidth consumption. The framework is compatible with an array of popular machine learning libraries such as PyTorch, TensorFlow, Hugging Face Transformers, scikit-learn, and XGBoost, and it works seamlessly with various cloud platforms including AWS, GCP, and Azure. Flower offers a high degree of flexibility with its customizable strategies and accommodates both horizontal and vertical federated learning configurations. Its architecture is designed for scalability, capable of managing experiments that involve tens of millions of clients effectively. Additionally, Flower incorporates features geared towards privacy preservation, such as differential privacy and secure aggregation, ensuring that sensitive data remains protected throughout the learning process. This comprehensive approach makes Flower a robust choice for organizations looking to leverage federated learning in their machine learning initiatives.

API Access

Has API No 

API Access

Has API No 

Screenshots View All

Screenshots View All

Integrations

Amazon Web Services (AWS) No 
Android No 
Apple iOS No 
Docker No 
Google Cloud Platform No 
Hardskills No 
Hugging Face No 
JAX No 
Keras No 
MXNet No 
Microsoft Azure No 
NVIDIA Jetson No 
NumPy No 
PyTorch No 
Python No 
Raspberry Pi OS No 
TensorFlow No 
pandas No 
scikit-learn No 

Integrations

Amazon Web Services (AWS) Yes 
Android Yes 
Apple iOS Yes 
Docker Yes 
Google Cloud Platform Yes 
Hardskills Yes 
Hugging Face Yes 
JAX Yes 
Keras Yes 
MXNet Yes 
Microsoft Azure Yes 
NVIDIA Jetson Yes 
NumPy Yes 
PyTorch Yes 
Python Yes 
Raspberry Pi OS Yes 
TensorFlow Yes 
pandas Yes 
scikit-learn Yes 

Pricing Details

No price information available.
Free Trial Yes 
Free Version No 

Pricing Details

Free
Free Trial No 
Free Version Yes 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App Yes 
iPad App Yes 
Android App Yes 
Windows No 
Mac No 
Linux No 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Customer Support

Business Hours Yes 
Live Rep (24/7) Yes 
Online Support Yes 

Customer Support

Business Hours Yes 
Live Rep (24/7) No 
Online Support Yes 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person Yes 

Types of Training

Training Docs Yes 
Webinars Yes 
Live Training (Online) No 
In Person Yes 

Vendor Details

Company Name

Cerebrum Infotech

Founded

2004

Country

United States 5858 Horton Street, Suite 101, Emeryville, CA 94608

Website

www.cerebruminfotech.com/online-ordering-system

Vendor Details

Company Name

Flower

Founded

2023

Country

Germany

Website

flower.ai/

Product Features

Delivery Management

Customer Portal No 
Dispatch Management No 
Driver ETA No 
Driver Management No 
For Courier Services Yes 
For Freight No 
For Restaurants Yes 
Order Tracking Yes 
Routing No 
Scheduling Yes 
Signature Capture No 
Surveys & Feedback No 

Food Delivery

Delivery Tracking Yes 
Dispatch Management No 
For Restaurants Yes 
Gift Card Management No 
Menu Management No 
Online Ordering Yes 
Order Management Yes 
Routing No 
Sales Trend Analysis No 
Supports Loyalty Program Yes 

Product Features

Artificial Intelligence

Chatbot No 
For Healthcare No 
For Sales No 
For eCommerce No 
Image Recognition No 
Machine Learning No 
Multi-Language No 
Natural Language Processing No 
Predictive Analytics No 
Process/Workflow Automation No 
Rules-Based Automation No 
Virtual Personal Assistant (VPA) No 

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