NVIDIA GTC25: Telecom Special Address
LTM Large Teleco Model : SoftBank is pioneer. Here is WhitePaper by GSMA https://www.gsma.com/get-involved/gsma-foundry/gsma_resources/white-paper-large-telecom-models/
Llama Nemotron Reasoning Model. Open source by NVIDIA on HF
https://www.nvidia.com/en-in/ai-data-science/foundation-models/nemotron/
https://arxiv.org/pdf/2505.00949
AI Factory is a specialized, integrated infrastructure designed to manage the entire AI lifecycle, from data ingestion to model training and deployment for real-time inference
AI Grid is a network of small, highly specialized AI communities. The members of AI Grid share their research work within these communities, initiate collaborations and establish fruitful connections for the future. https://lightning.ai/
Building Blocks of the NVIDIA AI Aerial Platform:
1. NVIDIA Aerial CUDA-Accelerated RAN
2. NVIDIA Aerial AI Radio Frameworks
3. NVIDIA Aerial Omniverse Digital Twin
Reference
AI Bootcamp for students
8 Day Live Online Workshop
AI Bootcamp for Students
Make Your Child Future-Ready with AI
by Timesof Inida
https://www.notion.com/product Documentation
https://www.todoist.com/ To Do List
https://gamma.app/ For presentation
https://openai.com/index/sora/ Cinematic Video
https://www.midjourney.com/home Art Grade Visuals for story telling
https://ideogram.ai/t/explore Typography to image. Communicate in style
https://lovable.dev/ No code web apps
https://n8n.io/ Workflow automation tools
Reference: https://economictimes.indiatimes.com/masterclass/ai-for-students
https://www.msn.com/en-in/money/news/chatgpt-to-google-gemini-top-5-ai-tools-to-enhance-productivity-mostly-free/ar-AA1GRlt1
Regional LLM, SLM, TinyML Language Learning
New Language Learning
Want to learn a new language this summer? Explore these expert-led platforms
Mobile app https://youtu.be/jyffkeM9GB0
Regional LLM
Sarvam AI launches Bulbul-v2, its voice model with support for 11 Indian languages
https://asr.iitm.ac.in/
BharatGen https://bharatgen.tech/ Bharatgen: First Indigenous Language Ai Model Launched In India News In Hindi - Amar Ujala Hindi News Live - Bharatgen:भारत में लॉन्च हुआ पहला स्वदेशी भाषा Ai मॉडल, 22 भाषाओं में करेगा अनुवाद; दूर होंगी संवाद चुनौतियां
AIKoshahttps://aikosha.indiaai.gov.in/home It looks like huggingface website for India https://aikosha.indiaai.gov.in/home/resources?from= resource-detail having some PDF books https://aikosha.indiaai.gov.in/home/toolkit having a list of popular AI related tools.
Google for Education
URL for AI/GenAI
LLM
Inside The Brain Of An LLM: What Makes AI So Powerful?
Landscape
https://landscape.lfai.foundation/
https://landscape.pytorch.org/
Models for coding
1. Qwen2.5 Coder
2. Granite Code
3. CodeGemma
4. Deep Seek Coder V2
5. StarCoder 2
6. Code llama
7. Codestral
Interviews
Pioneering Innovation in Cloud and AI Transformation Done By Chandrakanth Devarakadra Anantha
Innovation in Machine Learning & Engineering Leadership by Pratik Parekh
Amazing Innovation in Telecom Cloud: The Journey of Jayavelan Jayabalan
CAMARA - NaaS
Keywords
- CAMARA APIs
- Open GW
- Network API
- NaaS
AI impacts API development
Usecase
1. anti fraud
2. location API : book cab for people not having smart phone
3. voice activated AI transaction. book a cab
4. geo fencing. warn people when other people comes close to them. logistic when truck reaches store, offloading
5. future Quality in demand
Challenges
1. monetizing
2. standardizing
3. presenting to non-telco audience
4. focus on right APIs: There are 15 fraud APIs, customer only wants to know is it fraud or not?
5. scale and coverage: approach operator and help them coming to eco system
6. data privacy and consent: no need for customer to provide consent for each new API. it is bad experience
7. education and certification about API. Let developer make new business models and business case.
8. telco shall listen to industry need. how to solve challenges using advance connectivity and APIs. demand side focus.
https://www.youtube.com/watch?v=Rg-TKpBuiPI
Popular APIs
- Messaging
- authentication
- Device location,
- QoS,
- fraud prevention,
- identity verification
- age verification
https://cpaasaa.com/post-mwc-aduna-vonage-and-the-future-of-network-apis/
Network API centralizes complexity and distribute simplicity
https://www.youtube.com/watch?v=4C9zrRNoxas
Vonage and Infobip : service aggregation
https://www.youtube.com/watch?v=Jh8iUuNHFYw
Network APIs, allow operators to virtualize parts of their networks and provide tailored data and features to developers
Network API v/s Usecase
1. Verify Location: Navigation, geotagging and location-aware notifications, personalized marketing
2. Device Status: Optimize resource usage based on device health and network condition. Identify issue and proactive customer support
3. SIM Density: Ensure optimal user experience during peak hours, SON
4. SIM swap: Fraud Prevention
5. QoD
6. Device identification, device location, and phone number verification
7. Identity and consent management
8. OTP validation
https://www.vonage.com/resources/articles/what-is-a-network-api/
Vonage Network Registry
CSP can find who developer uses
Developer can decide which CSP to choose.
We are moving from Transactional world to conversational world.
https://camaraproject.org/resources/