HPC · AI Factory · Platform architecture Singapore

Portrait of Amitabh Pandey
5× NVIDIA certified

Amitabh
Pandey.

I work on the infrastructure behind high-performance computing and modern AI: GPU compute, high-speed fabrics and parallel storage, built on more than 23 years of Linux, cloud and enterprise operations.

HPC

Supercomputing · University of Edinburgh & PRACE

5× NVIDIA

AI infrastructure certifications, active to 2028

BeeGFS·WEKA

Certified on HPC parallel file systems

23+

Years in infrastructure

NVIDIA-Certified Professional: AI Rack and Interconnect NVIDIA-Certified Professional: AI Infrastructure NVIDIA-Certified Professional: AI Operations NVIDIA-Certified Professional: AI Networking NVIDIA-Certified Associate: AI Infrastructure and Operations Rafay Certified GPU Cloud Professional Rafay Certified Associate AI Tokenomics Fundamentals 2026 AWS Certified Solutions Architect – Professional AWS Certified DevOps Engineer – Professional CKA: Certified Kubernetes Administrator CKAD: Certified Kubernetes Application Developer AWS Certified Solutions Architect – Associate AWS Certified SysOps Administrator – Associate AWS Certified Developer – Associate HashiCorp Certified: Terraform Associate NetApp Certified Data Administrator PRINCE2 Registered Practitioner
01 Certifications

Certified where AI infrastructure is built.

Exam-based certifications first, ordered by relevance to AI factories today. NVIDIA credentials link to their issuer records; other digital badges link to Credly.

Tier 1

AI factory, GPU cloud & HPC

Current focus
NCP-ARI badge
NCP-ARIActive

NVIDIA-Certified Professional: AI Rack and Interconnect

Issued Oct 2026 · valid to Oct 2028

Verify on NVIDIA
NCP-AII badge
NCP-AIIActive

NVIDIA-Certified Professional: AI Infrastructure

Issued Mar 2026 · valid to Mar 2028

Verify on NVIDIA
NCP-AIO badge
NCP-AIOActive

NVIDIA-Certified Professional: AI Operations

Issued Feb 2026 · valid to Feb 2028

Verify on NVIDIA
NCP-AIN badge
NCP-AINActive

NVIDIA-Certified Professional: AI Networking

Issued Jan 2026 · valid to Jan 2028

Verify on NVIDIA
NCA-AIIO badge
NCA-AIIOActive

NVIDIA-Certified Associate: AI Infrastructure and Operations

Issued Jan 2026 · valid to Jan 2028

Verify on NVIDIA
Rafay GPU Cloud Professional badge
Rafay Systems

Rafay Certified GPU Cloud Professional

Nov 2025 – Nov 2027Verify
Rafay Certified Associate badge
Rafay Systems

Rafay Certified Associate

Dec 2025 – Dec 2027Verify
AI Tokenomics Fundamentals badge
Linux Foundation · Tokenomics Foundation

AI Tokenomics Fundamentals

Sep 2026 – Sep 2027Verify

HPC storage & cluster management

ThinkParQ

BeeGFS

Parallel file system built for HPC and AI workloads.

  • Certified System EngineerOct 2024
WEKA Technical Xpert Certified badge WEKA Technical Xplorer Certified badge
WEKA

WEKA Data Platform

High-performance data platform for AI and HPC storage.

  • Technical XpertCertified
  • Technical XplorerCertified
Bright Computing logo
Bright Computing · now NVIDIA

Bright Cluster Manager

HPC cluster provisioning and management, now NVIDIA Base Command Manager.

  • Basic AdminAug 2021
  • OpenStackAug 2021
  • Data ScienceAug 2021
  • Bright 8.0 AdminApr 2020
Tier 2

Cloud & cloud native

Earned 2020 – 2021 · exam-based
AWS Solutions Architect Professional badge
AWS · Professional

Solutions Architect – Professional

Nov 2020Verify
AWS DevOps Engineer Professional badge
AWS · Professional

DevOps Engineer – Professional

Nov 2020Verify
CKA badge
The Linux Foundation · CNCF

CKA: Certified Kubernetes Administrator

Jan 2021Verify
CKAD badge
The Linux Foundation · CNCF

CKAD: Certified Kubernetes Application Developer

Aug 2021Verify
AWS Solutions Architect Associate badge
AWS · Associate

Solutions Architect – Associate

Oct 2020Verify
AWS SysOps Administrator Associate badge
AWS · Associate

SysOps Administrator – Associate

Nov 2020Verify
AWS Developer Associate badge
AWS · Associate

Developer – Associate

Dec 2020Verify
Terraform Associate badge
HashiCorp

Terraform Associate

Jan 2021Verify
Tier 3

Enterprise foundation

Linux · virtualization · storage · delivery
Red Hat Certified System Administrator badge

Red Hat Certified System Administrator

Linux systems administration on Red Hat Enterprise Linux.

Red HatCertificate
VMware Certified Professional – Data Center Virtualization legacy logoJul 2012

VMware Certified Professional on vSphere 5

VCP-510: enterprise virtualization on vSphere.

VMwareCertificate
VMware Certified Professional – Cloud legacy logo

VMware Certified Professional – Cloud

VCP-Cloud: private cloud infrastructure on VMware.

VMwareCertificate
NetApp NCDA badgeJul 2012

NetApp Certified Data Administrator

Data ONTAP 7-Mode storage administration.

NetAppVerify
Citrix Certified Administrator legacy logo

Citrix Certified Administrator for XenServer 6

Server virtualization on Citrix XenServer.

CitrixCertificate
PRINCE2 Practitioner badgeJun 2014

PRINCE2® Registered Practitioner

Project management, with PRINCE2® Foundation.

PeopleCertCertificate
ITIL Foundation V3 logoDec 2007

ITIL Foundation v3

IT service management fundamentals.

EXINCertificate
EXIN Cloud Computing Foundation badge

EXIN Cloud Computing Foundation

Cloud computing concepts and service models.

EXINCertificate
Course completions from the Linux Foundation, NVIDIA and universities are listed separately under Continuous learning. Full Credly wallet
02 Profile

Behind the infrastructure.

My professional path has followed the evolution of enterprise computing: from Linux servers, network engineering and operational resilience to virtualization, cloud systems, high-performance computing and, increasingly, AI infrastructure.

I'm interested in the engineering layers that make demanding compute platforms dependable: hardware, networks, storage, orchestration, observability, and the processes that keep services running. The common thread is a systems perspective, designing and operating the foundations that applications and compute workloads depend on.

From enterprise Linux and networking to AI factories and GPU-powered computing platforms.
Focus
AI Factory · HPCPlatform architecture & engineering leadership
Experience
23+ yearsEnterprise infrastructure to AI platforms
Certified
NVIDIA · BeeGFS · WEKA5 NVIDIA AI infrastructure certifications, plus HPC parallel storage
Studied
SupercomputingThe University of Edinburgh & PRACE, 2018
Recognised
J.P. MorganOutstanding Performance & Service Milestone awards
Location
SingaporeCareer across Singapore, Bengaluru & Greater Delhi
03 Capabilities

The stack, layer by layer.

Every layer of an AI factory, from the platform down to the operating system, and the certifications that back each one. The highlighted layers are the current focus.

↑ Workloads & platformskills · backed by
L7

AI platform & economics

Running GPU capacity as a cloud service and measuring the value of the tokens it produces.

GPU cloud platformsKubernetes cluster lifecycleAI tokenomicsKubeflow
L6

AI compute & operations

GPU clusters for training and inference, and the cluster management that keeps them running.

Core focus
GPU infrastructureRack & interconnect deploymentAI cluster operationsBase Command ManagerBright Cluster ManagerHPC
Backed by
L5

AI networking

High-bandwidth fabrics that connect GPUs, on a long record in routing, segmentation and failover.

Core focus
Mellanox InfiniBandAI fabricsRouting & VLANFirewalls & VPNWAN failover
Backed by
NCP-AIN 2006 router project
L4

Storage & parallel file systems

Feeding data to GPUs fast enough, from parallel file systems to enterprise arrays.

Core focus
BeeGFSWEKASpectrum Scale (GPFS)NetApp ONTAPHPE DMFZFS
Backed by
BeeGFS Engineer WEKA Xpert NetApp NCDA
L3

Cloud native & automation

Containers, orchestration and infrastructure as code, on public cloud and on premises.

KubernetesAWSTerraformArgoTektonContainers
L2

Virtualization & Linux

The operating layer underneath it all: Linux, Unix and enterprise virtualization.

RHELLinux / FreeBSDSolarisVMware vSpherevCloud & SRMCitrix XenServer
Backed by
RHCSAVCP-510VCP-CloudCitrix CCA
L1

Delivery & service management

Running infrastructure as a service: change, continuity, coordination and leadership.

PRINCE2ITILPatching & changeProject coordinationSix Sigma Green Belt course
Backed by
PRINCE2 PractitionerITIL v3
↓ Bare metal & data centre23+ years deep
04 Journey

Through every generation of infrastructure.

Each stage added a layer, from Linux and network resilience to enterprise operations, cloud and Kubernetes, and now AI factories. Full role history on LinkedIn

  1. Now

    AI Factory & HPC infrastructure

    Platform architecture and leadership at an AI infrastructure company (associated with Firmus Technologies).

  2. 2026

    NVIDIA AI infrastructure track

    Earned NVIDIA certifications in AI Networking, AI Infrastructure & Operations, AI Operations and AI Infrastructure from January to March. AI Tokenomics Fundamentals followed in September, then NVIDIA-Certified Professional: AI Rack and Interconnect in October.

    NCP-AINNCA-AIIONCP-AIONCP-AIINCP-ARI
  3. 2024–25

    GPU cloud & parallel storage

    Certified BeeGFS System Engineer (2024) and Rafay Certified GPU Cloud Professional (2025), with NVIDIA Base Command Manager, Kubeflow, Argo and Tekton training.

  4. 2020–21

    Cloud & Kubernetes

    Five AWS certifications in three months, including Solutions Architect and DevOps Engineer Professional, then CKA, CKAD, Terraform Associate and Bright Cluster Manager.

  5. 2018

    Supercomputing study

    Supercomputing with The University of Edinburgh & PRACE, and High Performance Computing in the Cloud with Dublin City University.

  6. 2012–14

    Virtualization, storage & delivery

    VMware Certified Professional on vSphere 5 and NetApp NCDA in 2012; PRINCE2 Foundation and Registered Practitioner in 2014.

  7. 2007–09

    J.P. Morgan · Bengaluru

    Service Milestone Award (2007) and an Outstanding Performance Award for DST server patching (2009). ITIL Foundation v3 (2007).

  8. 2006

    Mercantila Software Services · Bangalore

    Built an open-source Linux router and firewall with ISP failover. Best Performer award.

05 Selected work

Systems that stay up.

Projects on LinkedIn

Completed · Mar – May 2006 · Mercantila Software Services

Open-source Linux router & firewall

A Linux-based routing and firewall platform bringing monitoring, segmentation, traffic control, intrusion detection and ISP failover into a single network design.

LinuxFreeBSDiptablesOpenVPNSnortSquid
  • Four NICs: one LAN, two WAN, one DMZ
  • Security policy and routing with iptables
  • DMZ and VLAN segmentation of Linux servers
  • Site connectivity over an OpenVPN tunnel
  • Snort IDS, Squid and class-based queuing
  • Automatic failover to a secondary ISP
Focus area · Current

AI Factory & HPC infrastructure

The compute, networking, storage and operating practices underpinning modern AI factories and high-performance computing systems.

AI factoryHPCGPUInfiniBand
Focus area · Career foundation

Enterprise infrastructure operations

Infrastructure operations, virtualization, patching and service delivery, including recognition from J.P. Morgan and specialist vendor training.

VirtualizationPatchingITIL
06 Recognition

Recognition through delivery.

Awards and appreciation earned for operational work, leadership and delivering on time.

J.P. Morgan2009

Outstanding Performance Award

For outstanding performance on DST server patching, Bangalore.

J.P. Morgan2007

Service Milestone Award

Marking three years of service.

Mercantila2006

Best Performer

Mercantila Software Services, Bangalore.

J.P. MorganLeadership

Excel Leadership Award

Recognition from the J.P. Morgan Excel leadership programme.

J.P. MorganAppreciation

Letter of appreciation

From the Global Co-CEO / CIO (Investment Banking) and GTI.

Fujitsu AsiaService

Long Service Award

For completing five years of service.

12.

Recommendations from colleagues and collaborators on LinkedIn, across technical infrastructure and client-facing delivery.

Read them on LinkedIn

Highlights his AI infrastructure, HPC, AI Factory and GPU computing work, across bare-metal and cloud, and his problem-solving.

Alexis Ralphael · paraphrased

Highlights how he handles difficult clients, and his consulting-style communication.

Sanjay K Mohindroo · paraphrased
07 Continuous learning

Courses, kept apart from the exams.

Course completions and vendor training. They are listed here for completeness and not counted as certifications above.

Linux Foundation 2021–25

  • DevOps & Workflow Management with Argo LFS256
  • CI/CD with Tekton LFS274
  • Intro to AI/ML Toolkits with Kubeflow LFS147
  • Kubernetes Security Essentials LFS260
  • Containers Fundamentals LFS253
  • Kubernetes for Developers LFD259
  • Kubernetes Fundamentals LFS258
  • Fundamentals of Quantum Computing LFQ101
  • Quantum Computing for Senior Leaders LFQ102

NVIDIA 2020–24

  • Base Command Manager Administration 2024
  • Introduction to Base Command Manager 2024
  • NVIDIA AI Enterprise Administration v3.0
  • AI Infrastructure & Operations Fundamentals
  • Introduction to AI in the Data Center 2020

HPC & cloud 2018+

  • Supercomputing Edinburgh & PRACE
  • HPC in the Cloud DCU
  • HPC with Containers: Singularity & Docker
  • IBM Cloud: Microservices with Kubernetes Coursera
  • LXC/LXD Deep Dive A Cloud Guru
  • Python 3 for System Administrators A Cloud Guru

Storage & clustering 07

  • IBM Spectrum Scale 4.1 (GPFS) H005G
  • IBM Platform Symphony H050G
  • HPE DMF Administration H6LG1S
  • Oracle Solaris 10 ZFS SA-2290
  • Red Hat Clustering & Storage RH436
  • Red Hat Enterprise Virtualization RH318
  • Veritas Cluster Server 5.0

VMware & Solaris 07

  • vSphere: Install, Configure, Manage v5.0
  • vSphere: Troubleshooting Workshop v5.1
  • vCloud Director Fundamentals v5.1
  • vCenter Site Recovery Manager v5.1
  • Solaris Containers SA-355
  • Solaris 10 Logical Domains SA-345
  • Opsware Server Automation System

Management & data 05

  • Six Sigma Green Belt
  • Excel Leadership Training JPMC
  • ITIL Foundation v3
  • PRINCE2 Foundation & Practitioner
  • Cloudera Administrator for Apache Hadoop
08 Get in touch

Let’s talk AI infrastructure.

I'm interested in the platforms and engineering practices behind large-scale AI systems, especially compute, networking, storage, cloud and high-performance infrastructure. For professional conversations, connect with me on LinkedIn.