E2E Networks Blog

Fine-Tuning Qwen3-8B for Medical Reasoning on E2E Networks A100 GPU

Fine-Tuning Qwen3-8B for Medical Reasoning on E2E Networks A100 GPU

Learn to fine-tune Qwen3-8B for medical reasoning using QLoRA on E2E Networks A100 GPU. Step-by-step guide with 4-bit quantization, dataset prep, and evaluation.

DeepSeek V3.2: Open-Source Reasoning at Gold Medal Level

DeepSeek V3.2: Open-Source Reasoning at Gold Medal Level

Technical breakdown of DeepSeek V3.2's sparse attention (DSA), scaled RL post-training, and synthetic agentic task generation. Covers gold-medal results at IMO 2025, IOI 2025, and ICPC. Includes deployment guide for 8x H200 GPUs on E2E Networks with vLLM.

NVIDIA A100 vs H100 vs H200: GPU Comparison for AI

NVIDIA A100 vs H100 vs H200: GPU Comparison for AI

Compare A100, H100 & H200 GPUs for AI: real vLLM benchmarks, ₹226-300/hr India pricing, and clear guidance on when each GPU saves you money. Start building today.

4-bit LLM Training with QAT & Unsloth | Complete Guide

4-bit LLM Training with QAT & Unsloth | Complete Guide

Learn Quantization-Aware Training (QAT) for 4-bit LLMs using Unsloth. Step-by-step H100 GPU setup on E2E Networks. QAT recovers 69% accuracy loss vs PTQ.

NVIDIA A100 GPU Price in India: Cloud (₹170/hr) vs Purchase Guide (2025)

NVIDIA A100 GPU Price in India: Cloud (₹170/hr) vs Purchase Guide (2025)

Complete A100 GPU pricing: ₹170-220/hr cloud vs ₹7-11.5L purchase. Compare 40GB/80GB variants, A100 vs H100, break-even analysis & India-specific costs. E2E Networks guide.

NVIDIA H200 Price in India: Complete Cloud vs Purchase Guide (2025)

NVIDIA H200 Price in India: Complete Cloud vs Purchase Guide (2025)

Complete guide to NVIDIA H200 pricing in India. Compare E2E Networks cloud rates (₹300.14/hr on-demand, ₹88/hr spot) vs purchase costs (₹40-50 lakhs). Learn when H200's 141GB memory advantage delivers ROI over H100.

NVIDIA H100 Price in India: Complete Cloud vs Purchase Guide (2025)

NVIDIA H100 Price in India: Complete Cloud vs Purchase Guide (2025)

Complete H100 GPU pricing guide for India: ₹249/hr cloud vs ₹30L+ purchase. Hidden costs, ROI analysis, spot instances at ₹70/hr. 2000+ GPUs available.

EAGLE-3 Speculative Decoding: 2-6x Faster LLM Inference Guide

EAGLE-3 Speculative Decoding: 2-6x Faster LLM Inference Guide

Complete guide to EAGLE-3 speculative decoding for LLM inference acceleration. Learn training-time test, multi-layer fusion, and achieve 2-6x speedup with vLLM/SGLang deployment on GPU.

7 Best Open-Source OCR Models 2025: Benchmarks & Cost Comparison

7 Best Open-Source OCR Models 2025: Benchmarks & Cost Comparison

Complete guide to DeepSeek-OCR, Chandra, OlmOCR-2 and more. Real H100 benchmarks show $141-$697 per million pages vs $1,500+ for cloud APIs. Includes code.

DeepSeek-OCR: How This OCR Model Achieves 10x Compression

DeepSeek-OCR: How This OCR Model Achieves 10x Compression

Learn how DeepSeek-OCR model achieves 10x document processing compression using optical 2D mapping with 97% accuracy. Complete architecture guide with deployment on E2E Cloud.

AI Inference vs Training: Understanding Key Differences

Discover the key differences between AI Inference vs Training, how AI inference works, why it matters, and explore real-world AI inference use cases in...

Top 8 Generative AI Applications in 2025

Explore the top generative AI applications, from gen AI in finance and healthcare, with real generative AI examples. Learn how the GenAI API on the TIR ...

How to Accelerate Data Analytics Using Apache Spark and RAPIDS...

Learn accelerate data analytics using apache spark and rapids framework with step-by-step tutorials. Includes implementation examples, best practices, a...

Launching and Using Pixtral-12B on TIR AI Platform: Bill Parsi...

Learn launching and using pixtral-12b on tir ai platform with step-by-step tutorials. Includes implementation examples, best practices, and deployment g...

Step-by-Step Guide 2024 to Bulk Invoice Processing Using Llama...

Learn step-by-step guide to bulk invoice processing using llama 3.2-11b with step-by-step tutorials. Includes implementation examples, best practices, a...

Insights from Jensen Huang’s Keynote Speech | NVIDIA AI Summit...

Explore our latest blog for a deep dive into NVIDIA CEO Jensen Huang’s keynote at the NVIDIA AI Summit. Discover the insights and innovations that have ...

Building a Healthcare Knowledge Graph RAG with Neo4j, LangChai...

Learn building a healthcare knowledge graph rag with neo4j, langchain, and llama 3 with step-by-step tutorials. Includes implementation examples, best p...

Step-by-Step Guide 2024 to Build an AI News Reader

This tutorial offers a step-by-step guide to build a virtual AI news reader who can read out news with accurate lip syncing.

Steps to Fine-Tune a Mistral 7B Model Using LLaMA Factory

Learn steps to fine-tune a mistral 7b model using llama factory with step-by-step tutorials. Includes implementation examples, best practices, and deplo...

Top 8 Open-Source LLMs for Coding (2024)

Learn top 8 open-source llms for coding with step-by-step tutorials. Includes implementation examples, best practices, and deployment guides for 2024.

Redefining AI with Mixture-of-Experts (MOE) Model: Mixtral 8x7...

Here, we discuss the Mixture of Experts model, and learn about its practical applications in Mixtral 8x7B and Switch Transformers.

Comprehensive List of Small LLMs, the Mini-Giants of the LLM W...

Learn comprehensive list of small llms, the mini-giants of the llm world with step-by-step tutorials. Includes implementation examples, best practices, ...

How Animation Industry Can Be Transformed by Generative AI

Learn how animation industry can be transformed by generative ai with step-by-step tutorials. Includes implementation examples, best practices, and depl...

Top 5 Open-Source LangChain Alternatives to Use in 2024

Learn top 5 open-source langchain alternatives to use in 2024 with step-by-step tutorials. Includes implementation examples, best practices, and deploym...

Which Quantization Method Is Best for You?: GGUF, GPTQ, or AWQ...

Learn which quantization method is best for you? with step-by-step tutorials. Includes implementation examples, best practices, and deployment guides fo...

Table Detection and Transformation Using TATR (Table Transform...

Learn table detection and transformation using tatr with step-by-step tutorials. Includes implementation examples, best practices, and deployment guides...

A Step-by-Step Guide 2023 to Fine-Tuning the Mistral 7B LLM

We'll delve deep into the process of fine-tuning the Mistral 7B LLM and explore the theoretical underpinnings that drive this adaptation.

Mistral 7B vs Llama2: Which Performs Better and Why?

In this blog post, we'll delve into the intriguing comparison between Mistral 7B and Llama2-13B, two prominent language models that have been making wav...

NVIDIA L4 vs. A100 GPUs: Choosing the Right Option for Your AI...

Master nvidia l4 vs. a100 gpus fundamentals. Comprehensive guide covering key concepts, practical examples, and production deployment strategies.

A Guide 2023 to Prompt Engineering: From Zero Shot to Chain of...

From zero-shot to chain of thought - discover how prompt engineering can enhance a language model’s adaptability, accuracy, and context awareness. 

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