Microsoft is a global leader in technology, specializing in software, hardware, and cloud services, driving innovation in areas like AI, computing, and business productivity.

Microsoft


DefendX is an AI-powered cybersecurity solution focused on safeguarding edge devices by detecting and mitigating security threats like unusual login activities, background-running malware, and abnormal traffic at routers. Leveraging cutting-edge technologies such as Llama, Phi3, and Streamlit, DefendX offers real-time anomaly detection and threat analysis tailored for edge environments. Llama's robust natural language processing and Phi3's advanced machine learning algorithms enable the model to efficiently recognize and respond to potential security breaches. Integrated with a user-friendly Streamlit interface, DefendX provides seamless interaction, allowing users to easily monitor and address threats while ensuring optimal device performance and data privacy.

Build Your AI Startup #2: Edge Runners

DefendX, an AI-powered cybersecurity solution designed to enhance the security of edge devices by detecting unusual login activities, background-running malware, and abnormal traffic at routers.

Cipher Watch

Cutting-edge AI language model with unparalleled performance and innovative features.

Llama 3

The Phi-3 Model Family by Microsoft offers efficient, accessible small language models (SLMs) for high-quality AI on limited resources. Ideal for mobile, edge deployments, natural language tasks, and coding.

Phi-3

Unleash the potential of Streamlit for rapid deployment of data applications.

streamlit

The AI/ML API provides advanced features like text completion, image inference, speech-to-text, and text-to-speech with seamless integration and secure API key management.

AI/ML API

Vercel is a platform designed for developers, providing speed, reliability, and scalability to create and deploy web applications. With built-in CI/CD, zero configuration, and deep integrations with popular Git providers such as GitHub, GitLab, and Bitbucket, Vercel streamlines the development process, making it easy for teams to collaborate and iterate on their projects.

Vercel

DefendX

SafeEdge is an AI-driven content moderation solution designed specifically for educational platforms. Leveraging advanced AI models, our tool operates entirely offline on edge devices such as tablets, laptops, and IoT devices, ensuring robust performance even in environments with limited or no internet access. The architecture of SafeEdge consists of several key components:

Synthetic Data Generation: We use OpenAI's Meta-Llama-3.1-70B-Instruct-Turbo model to generate synthetic training data tailored to specific content moderation categories such as spam, inappropriate content, and misleading information.

Fine-Tuned Model: The generated data is used to fine-tune the Phi-3-mini-4k-instruct model. This fine-tuned model is lightweight, optimized for edge devices, and includes specialized LoRA adapters for efficient inference.

Edge Deployment: The fine-tuned model is deployed locally on devices using a Streamlit-based application. This application is designed to work entirely offline, providing real-time text categorization and content filtering without relying on external APIs or cloud services.

Privacy and Security: By processing all data locally, SafeEdge ensures that user information remains private and secure. The architecture is robust, cost-effective, and highly customizable, allowing it to adapt to various educational environments and needs.

This combination of advanced AI, local deployment, and a focus on privacy makes SafeEdge an ideal solution for creating safe, secure, and inclusive online learning environments globally.

SafeEdge is an AI-powered, offline-capable content moderation tool for educational platforms. It ensures student safety by filtering inappropriate content in real-time on edge devices, enhancing privacy, security, inclusivity in online learning envs.

Morpheus

SafeEdge- online education inclusive and enjoyable

Cohere

Assistants API

Custom GPTs

OpenGPTs

Gemini AI

Pinecone

Together AI

Unstructured IO

SDXL Turbo

watsonx.ai

TinyLlama

AutoGen

BabyAGI

OpenAI

GPT-3.5

Cohere Rerank

GPT-4 Vision

DALL·E Image Generation API

StableCode

Stable Diffusion

Portkey

Tonic.ai

IBM Granite

Upstage

SuperAGI

Llama 3.1

Clarifai

Codium

open-interpreter

Grounded-Segment-Anything

privateGPT

Generative Agents

Mistral AI

Fuyu-8B

Yi-LLMS

ChatGPT

Arize

GET3D

OpenELM

Falcon 2 11B

AgentOps

Weaviate

Generative AI Studio

OpenAI gym

Imagen

AudioCraft

LlamaIndex

Godmode AI

PaLM

Dall-e Mini

GPT-3

Codex

YOLOv7

BERT

YOLOv5

Reinforcement Learning

YOLOv6

AWS SageMaker

EasyOCR

CAMEL

Text Generation Web UI

Shap-E

DALL-E-2

AI21 Labs

Cohere Embed

Chirp

Whisper

WebGPU

Monday AI Assistant

Monday.com

Chroma

Cohere Generate

Cohere Classify

GPT-4

Alpaca

Cohere Neural Search

LLaMA

Auto-GPT

Anthropic Claude

YOLOv8

gpt4all

Falcon

Codey

Model Garden

ElevenLabs

Llama 2

Point-E

Stable Dreamfusion

Zilliz

SeamlessM4T

MetaGPT

LangChain

Twelve Labs

Falcon 2 11B VLM

Composio

Filters

AI Models

Data

Platforms

AI Models

Data

Platforms

Microsoft Phi-3 Applications

DefendX

SafeEdge- online education inclusive and enjoyable