Viswaretas Kotra - DEV Community

Viswaretas Kotra

Nov 3

A100 vs H100: is the H100 worth it for LLM training?

#gpu #machinelearning #llm #cloud

7 min read

Viswaretas Kotra

Nov 2

Nodus vs Northflank: which is better for GPU training?

#gpu #machinelearning #devops #cloud

8 min read

Viswaretas Kotra

Nov 2

Nodus vs Daytona: which sandbox should AI agents use?

#ai #agents #devops #python

8 min read

Viswaretas Kotra

Nov 2

How do you safely sandbox an AI agent that runs code?

#ai #security #devops #machinelearning

9 min read

Viswaretas Kotra

Nov 2

What happens to your training job when GPU capacity runs out?

#machinelearning #gpu #cloud #devops

7 min read

Viswaretas Kotra

Nov 1

What are the best SageMaker alternatives for training in 2026?

#machinelearning #aws #gpu #mlops

8 min read

Viswaretas Kotra

Nov 1

How do you run training jobs across multiple GPU clouds?

#machinelearning #cloud #devops #ai

8 min read

Viswaretas Kotra

Nov 1

Nodus vs Baseten: which should you use for training jobs?

#baseten #machinelearning #ai #gpu

7 min read

Viswaretas Kotra

Nov 1

Which sandbox is best for running AI agent code?

#ai #agents #security #devops

7 min read

Viswaretas Kotra

Oct 31

How long does it take to train an AI model on cloud GPUs?

#machinelearning #ai #gpu #llm

7 min read

Viswaretas Kotra

Oct 31

What is the best GPU cloud for an AI startup in 2026?

#startup #gpu #machinelearning #ai

8 min read

Viswaretas Kotra

Oct 30

How often are spot GPU instances interrupted in practice?

#machinelearning #aws #cloud #gpu

8 min read

Viswaretas Kotra

Oct 30

What are the best Replicate alternatives in 2026?

#ai #machinelearning #mlops #cloud

9 min read

Viswaretas Kotra

Oct 30

How much does it cost to train an LLM from scratch?

#llm #machinelearning #ai #gpu

8 min read

Viswaretas Kotra

Oct 30

What are the best DigitalOcean GPU Droplet alternatives?

#digitalocean #gpu #machinelearning #cloud

8 min read

Viswaretas Kotra

Oct 30

Why is the H100 so expensive, and how do you pay less?

#gpu #machinelearning #ai #cloud

7 min read

Viswaretas Kotra

Oct 29

Nodus vs Google Cloud GPUs: which is cheaper for training?

#gcp #gpu #machinelearning #mlops

7 min read

Viswaretas Kotra

Oct 29

Can you use serverless GPUs for long training runs?

#machinelearning #ai #serverless #gpu

6 min read

Viswaretas Kotra

Oct 29

What are the best serverless GPU platforms in 2026?

#serverless #gpu #machinelearning #cloud

10 min read

Viswaretas Kotra

Oct 29

What is the cheapest way to fine-tune Llama on an H100?

#machinelearning #llm #gpu #ai

9 min read

Viswaretas Kotra

Oct 28

What are the best Together AI alternatives for fine-tuning?

#machinelearning #ai #llm #finetuning

10 min read

Viswaretas Kotra

Oct 28

What infrastructure do background coding agents need?

#ai #agents #devops #mcp

9 min read

Viswaretas Kotra

Oct 28

What is the best platform to fine-tune open-source LLMs?

#machinelearning #llm #ai #cloud

1

9 min read

Viswaretas Kotra

Oct 28

How do you fine-tune with Unsloth on a cloud GPU?

#machinelearning #python #llm #tutorial

8 min read

Viswaretas Kotra

Oct 28

How do you train a PyTorch model on multiple GPUs?

#pytorch #machinelearning #deeplearning #gpu

8 min read

Viswaretas Kotra

Oct 27

What are the best Hugging Face AutoTrain alternatives?

#machinelearning #llm #finetuning #huggingface

10 min read

Viswaretas Kotra

Oct 27

Continued pretraining vs fine-tuning: which do you need?

#machinelearning #llm #ai #finetuning

7 min read

Viswaretas Kotra

Oct 27

Which GPU platforms checkpoint and resume training for you?

#machinelearning #devops #cloud #tutorial

9 min read

Viswaretas Kotra

Oct 27

What are cheaper alternatives to AWS for GPU training?

#aws #cloud #machinelearning #gpu

8 min read

Viswaretas Kotra

Oct 26

What is GRPO, and how do you run GRPO training on GPUs?

#machinelearning #llm #ai #deeplearning

1

9 min read

Viswaretas Kotra

Oct 26

Should you run an LLM locally or in the cloud?

#llm #ai #machinelearning #gpu

8 min read

Viswaretas Kotra

Oct 26

What does an H100 or B200 hour cost per finished job?

#gpu #machinelearning #cloud #ai

8 min read

Viswaretas Kotra

Oct 26

Nodus vs Nebius: which is better for GPU training?

#gpu #machinelearning #ai #devops

9 min read

Viswaretas Kotra

Oct 26

Nodus vs CoreWeave: which fits your training workload?

#gpu #kubernetes #machinelearning #cloudcomputing

8 min read

Viswaretas Kotra

Oct 26

What are the best Vast.ai alternatives for AI training in 2026?

#gpu #machinelearning #ai #cloudcomputing

8 min read

Viswaretas Kotra

Oct 26

Nodus vs Lambda: which is better for GPU training?

#gpu #machinelearning #cloudcomputing #pytorch

8 min read

Viswaretas Kotra

Oct 25

Modal vs RunPod: which is better for training and fine-tuning?

#machinelearning #gpu #python #ai

10 min read

Viswaretas Kotra

Oct 25

What are the best RunPod alternatives for AI training in 2026?

#machinelearning #gpu #ai #cloud

9 min read

Viswaretas Kotra

Oct 25

Nodus vs RunPod: which is better for GPU training?

#machinelearning #gpu #ai #devops

9 min read

Viswaretas Kotra

Oct 21

Nodus vs AWS SageMaker: which is better for training models?

#machinelearning #aws #ai #python

6 min read

Viswaretas Kotra

Oct 15

Can an AI coding agent launch GPU training jobs for you?

#ai #agents #machinelearning #tutorial

9 min read

Viswaretas Kotra

Oct 14

Nodus vs E2B: which sandbox should AI agents use?

#ai #agents #python #security

8 min read

Viswaretas Kotra

Oct 13

How much VRAM do you need to run or fine-tune a 70B model?

#gpu #machinelearning #llm #python

11 min read

Viswaretas Kotra

Oct 12

Nodus vs Modal: which is better for GPU training?

#gpu #machinelearning #python #cloud

9 min read

Viswaretas Kotra

Oct 11

How do you cap the GPU spending of an AI coding agent?

#ai #gpu #mcp #devops

1

9 min read

Viswaretas Kotra

Oct 10

Spot vs on-demand GPUs: which should you use for training?

#gpu #machinelearning #cloud #python

1

9 min read

Viswaretas Kotra

Oct 9

What are the best Modal alternatives in 2026?

#gpu #machinelearning #python #cloud

9 min read

Viswaretas Kotra

Oct 9

GPU cloud pricing, October 2026: what an H100, H200, B200 or B300 costs per hour

#gpu #cloud #machinelearning #nvidia

1

2 min read

Viswaretas Kotra

Oct 9

How to give Claude Code, Codex or Cursor access to GPUs (MCP setup)

#ai #mcp #claude #gpu

4

2 min read

Viswaretas Kotra

Oct 9

How do you make spot GPU training survive preemption?

#machinelearning #pytorch #gpu #mlops

1

7 min read

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