500+
Portfolio · 2026 · Singapore

Moanish
Ashok Kumar.

Applied AI / RPA / Cloud / Full-Stack / Business Analysis
— Latest Milestone

Accepted into SUTD · Design & Artificial Intelligence

Not just another AI programme — SUTD's approach pairs technical depth with design thinking, building systems that actually make sense to the people who use them.

— Recognition

500 certifications · 300 Credly badges · IBM AI Engineer

One badge represents a moment of choosing progress over comfort. Five hundred represent a habit. Operational Excellence Award winner at Alphaeus during the Desktop Engineer stint.

01 — About

Building things that bridge AI
and the real world.

I'm an Applied Artificial Intelligence graduate from Temasek Polytechnic, soon heading to SUTD for Design & AI. Strong in Python, data structures, and full-stack development — applied across machine learning, cloud, RPA, data analytics, cybersecurity, and mobile.

I've shipped real solutions for real teams. At Mandai Wildlife Group I built a Procurement RPA bot in Power Automate that saved the department roughly 1,200 hours. I tested an AI receipt-recognition model to a 97% accuracy benchmark. At Accenture, I'm now supporting regional digital transformation projects across Jira and Salesforce.

"Tech alone isn't enough. You can build something powerful, but if it doesn't solve a real problem properly, it kind of misses the point."

Helpdesk to architecture, full-stack engineering to enterprise AI — the working life I've built spans the whole arc. Always learning. Always shipping. Currently going deeper on agentic AI, RAG systems, and serverless architectures.

500+
Certifications
300+
Credly Badges
1.5K+
Connections
12
Major Projects
5
Internships & Roles
120+
AI/ML Endorsements
02 — Credentials

Five hundred and counting.

500+ certifications in total — with 300+ of them verified on Credly. Issued by IBM SkillsBuild, AWS Training, Cisco Networking Academy, Microsoft Learn, MongoDB University, The Linux Foundation, NVIDIA, Google Cloud Skills Boost, AI Singapore, and Coursera. Flagship is IBM AI Engineer Professional. The headline numbers below are real counts — not rounded for effect.

AWS
41 Credentials
IBM
Specialist · Advanced
Cisco
Ethical Hacker · Cyber
Google
PM · UX · Cyber · Data
Microsoft
Copilot · Power Platform
MongoDB
14+ Skill Badges
Linux Foundation
40+ Open Source
NVIDIA
Deep Learning · Jetson
AI Singapore
AI4I · Ethics
Coursera
Pro Certs · IBM Tracks
Salesforce
Sales Ops Pro
Oracle
Java Foundations
IBMAI Engineer Professional Certificate
IBMMachine Learning Specialist · Advanced
IBMData Science Professional
IBMAI Developer Professional
IBMGenerative AI Engineering
IBMRAG and Agentic AI
AWSCloud Quest Solutions Architect
AWSCloud Quest GenAI Practitioner
AWSCloud Quest Serverless Developer
AWSWell-Architected Proficient
AWSPartner: Agentic AI Technical
AWSMachine Learning Foundations
CiscoEthical Hacker
CiscoCyber Threat Management
CiscoJunior Cybersecurity Analyst
CiscoNetwork Defense
GoogleCybersecurity Professional
GoogleProject Management v2
GoogleAdvanced Data Analytics
GoogleUX Design
GoogleIT Automation with Python
IBMAI Engineer Professional Certificate
IBMMachine Learning Specialist · Advanced
IBMData Science Professional
IBMAI Developer Professional
IBMGenerative AI Engineering
IBMRAG and Agentic AI
AWSCloud Quest Solutions Architect
AWSCloud Quest GenAI Practitioner
AWSCloud Quest Serverless Developer
AWSWell-Architected Proficient
AWSPartner: Agentic AI Technical
AWSMachine Learning Foundations
CiscoEthical Hacker
CiscoCyber Threat Management
CiscoJunior Cybersecurity Analyst
CiscoNetwork Defense
GoogleCybersecurity Professional
GoogleProject Management v2
GoogleAdvanced Data Analytics
GoogleUX Design
GoogleIT Automation with Python
MongoDBRAG with MongoDB
MongoDBVector Search
MongoDBSchema Design Optimization
MongoDBBuilding AI Agents
MicrosoftCareer Essentials Data Analysis
MicrosoftCareer Essentials SWE
NVIDIAFundamentals of Deep Learning
NVIDIAAI on Jetson Nano
NVIDIASatellite Disaster Risk Monitoring
AI SingaporeAI4I Foundations
AI SingaporeAI Ethics & Governance
SalesforceSales Operations Professional
OracleJava Foundations
LinuxFdnLFD121 Secure Software
LinuxFdnLFS158 Kubernetes
LinuxFdnLFS101 Introduction to Linux
DatabricksGenAI Fundamentals
KNIMEBasic Proficiency
SCS-GoogleCareer Certificates
MakeFoundation
MongoDBRAG with MongoDB
MongoDBVector Search
MongoDBSchema Design Optimization
MongoDBBuilding AI Agents
MicrosoftCareer Essentials Data Analysis
MicrosoftCareer Essentials SWE
NVIDIAFundamentals of Deep Learning
NVIDIAAI on Jetson Nano
NVIDIASatellite Disaster Risk Monitoring
AI SingaporeAI4I Foundations
AI SingaporeAI Ethics & Governance
SalesforceSales Operations Professional
OracleJava Foundations
LinuxFdnLFD121 Secure Software
LinuxFdnLFS158 Kubernetes
LinuxFdnLFS101 Introduction to Linux
DatabricksGenAI Fundamentals
KNIMEBasic Proficiency
SCS-GoogleCareer Certificates
MakeFoundation
03 — Selected Work

Things I've shipped.

01 /
Procurement Department RPA Bot
Mandai Wildlife Group · 2025–2026
An 8-step Power Automate Desktop bot that automates the full procurement document lifecycle: login, navigation, extraction, classification by file type (zip / pdf / xls), renaming, and routing into department-based SharePoint folders. Saved the Procurement department approximately 1,200 hours and surfaced vendor data in real time.
Power AutomateRPASharePointExcel
Impact~1,200 hours saved
StatusProduction
02 /
AI Psychologist Chatbot
Temasek Polytechnic · 2024–2025
An emotional wellness companion combining RASA intent recognition with GPT-4o for empathetic response generation. Top-performing intent models (SGDClassifier, RidgeClassifier) selected from 21 benchmarked algorithms. MySQL-backed conversation memory enables personalised follow-ups. Streamlit interface for real-time engagement.
GPT-4oRASARAGscikit-learnStreamlitMySQL
DomainMental Health AI
RepoNLP Part 1 + 2
03 /
AI Image Recognition Model Testing
Mandai Wildlife Group · 2025
Structured evaluation of a Microsoft AI Builder receipt-detection model across email and form-upload pipelines. Compiled 40+ test images with varying quality, benchmarked extraction against ground truth, and categorised results into correct / misidentified / uncertain — yielding a 97% average accuracy and a roadmap for retraining.
AI BuilderExcelModel EvalQA
Result97% accuracy
OutcomeProduction-ready
04 /
BreakTime — IoT Wellbeing
Temasek Polytechnic · 2024–2025
A smart office solution that detects desk occupancy and nudges healthier work habits. Pressac sensors stream into AWS IoT Core, Lambda functions process the data, and SNS fires alerts after 90 minutes of continuous sitting. DynamoDB stores patterns for long-term analytics.
AWS LambdaSNSIoT CoreDynamoDB
DomainIoT · Wellbeing
StackServerless
05 /
SmartSort — Serverless Vision
Temasek Polytechnic · 2024
A fully serverless image classification web app powered by AWS Rekognition with a custom-trained model on a Kaggle animal dataset. S3 static hosting, API Gateway routing, Lambda processing, CloudWatch observability — built for photographers drowning in unsorted libraries.
RekognitionS3API GatewayLambdaCloudWatch
DomainComputer Vision
StackAWS · Python
06 /
ConciseMail — RPA Bot
Temasek Polytechnic · 2024
A UiPath workflow that reads HR inbox traffic, summarises with ChatGPT, logs to a structured Excel store with timestamp + sender + summary, pushes critical dates into Todoist, and pings Discord for visibility. Removes the manual triage tax from HR teams entirely.
UiPathOpenAI APIOutlookTodoistDiscord
DomainHR Automation
StackUiPath · LLM
07 /
Microsoft Copilot Prompt Engineering
Mandai Wildlife Group · 2025
Designed and tested enterprise prompt logic for Microsoft 365 Copilot using the RACE and CREATE frameworks. Configured Copilot Studio to behave as a document-first assistant grounded in trusted sources, with fallback logic for unknown territory — reducing hallucinations in customer-facing membership queries.
Copilot StudioPrompt EngineeringMicrosoft 365
DomainEnterprise GenAI
FrameworksRACE / CREATE
08 /
Deep Learning · GTSRB
Temasek Polytechnic · 2024–2025
CNN-based traffic-sign classifier across 43 classes on the German Traffic Sign Recognition Benchmark — achieved 98% accuracy. Experimented with transfer learning (VGG16, ResNet), data augmentation, and hyperparameter tuning. Confusion-matrix analysis to identify weak classes. Deployed as a Streamlit app for live inference.
TensorFlowCNNVGG16ResNetStreamlit
Result98% accuracy
RepoGTSRB · DLOR
09 /
GenAI Tourism Brand Analysis
Mandai Wildlife Group · 2025
Structured analysis of how 10 major GenAI platforms (ChatGPT, Claude, Gemini, Copilot, ...) surface Singapore tourism content. Captured 100+ responses to identical prompts, scored brand recall and itinerary position, and built Excel dashboards ranking each platform's mentions of Mandai parks.
ChatGPTClaudeGeminiExcel Pivot
OutputBrand visibility report
MethodComparative LLM eval
10 /
GreenHub — Sustainability App
Temasek Polytechnic · 2024
Cross-platform Flutter app for sharing sustainable habits. Full auth flow (login, Google sign-in, password reset), Firebase-backed social features, and a hands-free speech-to-text search — the most technically demanding feature and the one I'm most proud of.
FlutterFirebaseSpeech-to-TextDart
DomainMobile · Climate
RepoMobile_App_Dev
11 /
HDB Resale Price Prediction
Temasek Polytechnic · 2024
Advanced regression on Singapore's public housing market. EDA, geospatial and lease-decay feature engineering, then an ensemble compared across Decision Tree, Random Forest, Gradient Boosting, XGBoost, and CatBoost. RandomizedSearchCV for tuning. Joblib-serialised for deployment.
XGBoostCatBoostPandasscikit-learn
DomainReal Estate ML
Repoproject-mldp
12 /
Microsoft Tay · AI Ethics Study
Temasek Polytechnic · 2024–2025
Critical case study on the 24-hour collapse of Microsoft's Tay chatbot in 2016. Analysed the architecture, the failure modes (unfiltered input, no human-in-the-loop, no adversarial testing), and proposed concrete safeguards: moderation pipelines, HITL governance, SHAP/LIME explainability, pre-deployment ethics review.
AI EthicsResponsible AIHITLSHAP
DomainResponsible AI
FormatCase study + slides
04 — Experience

Where I've worked.

Apr 2026 — Now Singapore · On-site
Business Analyst Intern
Accenture
Supporting digital transformation and enterprise application projects across regional initiatives. Coordinating requirements, user stories, SIT and UAT defect management. Working in Jira and Salesforce alongside developers, testers, and PMs to keep delivery on track and reporting accurate.
JiraSalesforceAgileSIT / UATBA
May 2025 — Apr 2026 12 months · Mandai
AI & RPA Engineer Intern
Mandai Wildlife Group · Transformation Office
Led the Procurement RPA build, the departmental website revamp, and the AEIOU Learning Festival microsite. Drove Microsoft Copilot prompt engineering for enterprise reliability. Engaged with SIT, Databricks, AWS, NCS, and Google Cloud on cloud and AI use cases. Applied Design Thinking and Lean methods throughout.
★ Letter of recommendation from supervisor
RPAPower AutomateAI BuilderCopilot StudioDesign Thinking
Apr 2025 — May 2025 2 months
Innovation & Tech Management Intern
Mandai Wildlife Group
Built and optimised workflows on Microsoft Power Platform. Supported RPA deployments leveraging pre-trained AI models. Translated business requirements into prototype tools, ran research on cloud platforms, and joined innovation workshops to sharpen problem-solving.
Power AppsPower BIM365AI Builder
Aug 2024 — Oct 2024 3 months · Part-time
Assistant Software Engineer
MIRAE Distributions
Built containerised full-stack apps with React.js, Node.js, and MongoDB. Designed REST APIs, implemented auth, optimised queries. Used Docker to standardise dev and prod. Built RPA bots for data extraction and report generation. Agile sprints, code reviews, shipping production features.
ReactNodeMongoDBDockerREST
Feb 2024 — Apr 2024 3 months · Part-time
Desktop Engineer
Alphaeus Pte Ltd
Optimising desktop infrastructure at IMH. Troubleshooting, deploying, and maintaining environments under real production pressure. Networking fundamentals, PowerShell scripting, Wi-Fi testing across indoor sites. Where the operational fundamentals got laid.
★ Operational Excellence Award
NetworkingPowerShellWi-FiService Desk
04.5 — Recommendation
Moanish approaches problems with thoughtfulness and clarity, learns independently, and consistently delivers work that stakeholders can trust. He brings professionalism, a strong sense of responsibility to everything he does, and contributes positively to the teams and people around him.
Mark Teo Jun Yi
Assistant Vice President · Transformation Office
Mandai Wildlife Group
25 Feb 2026
Official Letter
05 — Toolkit

What I use.

α

AI & ML

  • Python · TensorFlow · PyTorch · Keras
  • scikit-learn · XGBoost · CatBoost
  • NLP · CNNs · RAG · LangChain · LangGraph
  • GPT-4o · Claude · RASA · Transformers
  • SHAP · Streamlit · MLflow basics
β

Cloud & DevOps

  • AWS Lambda · S3 · DynamoDB · IoT Core
  • API Gateway · Rekognition · SNS · CloudWatch
  • Docker · Kubernetes · EKS · OpenShift
  • Serverless · GitOps · Istio basics
  • Databricks · Google Cloud · IBM Cloud
γ

RPA & Automation

  • UiPath Studio · Activities · Orchestrator
  • Microsoft Power Automate Desktop
  • Power Apps · AI Builder · Copilot Studio
  • OpenAI API · Make · n8n
  • Outlook · Excel · SharePoint integration
δ

Data & BI

  • Power BI · KNIME · Cognos
  • Pandas · NumPy · SQL · MongoDB Aggregation
  • Excel · Excel Pivot · Copilot for Excel
  • R basics · Statistical analysis
  • Airflow · Kafka · Shell pipelines
ε

Security & Networking

  • Cisco Ethical Hacker · Cyber Threat Mgmt
  • Wireshark · Packet Tracer · Network Defense
  • Linux · OWASP Top 10 · Zero Trust
  • OpenSSF · Sigstore · Secure SDLC
  • Endpoint security · Network triage
ζ

Web, Mobile & PM

  • HTML · CSS · JavaScript · React · Node.js
  • Flutter · Dart · Firebase
  • MySQL · MongoDB · REST APIs
  • Jira · Salesforce · Agile · Scrum
  • Figma · UX research · MIRO
06 — Education

The long arc.

Incoming
Singapore University of Technology & Design · SUTD
Design & Artificial Intelligence
★ Offer accepted
2023 — 2026
Temasek Polytechnic
Diploma in Applied Artificial Intelligence · 15+ activities & clubs · Dell InnovateFest Hackathon
Graduated
2019 — 2023
Deyi Secondary School
O-Levels · Young Journalists' Club · Basketball · Track · Badminton · Handball
Completed
2013 — 2018
Zhonghua Primary School
PSLE · Scouts · Volleyball · Track · Football
Completed
07 — As featured in
"Building the Procurement RPA Bot taught me how technology can free people to focus on higher-value work."
Mandai Wildlife Group · Innovation Talent Programme feature, Mar 2026
Read the full article ↗
M.
— Let's build something —

Want to work
together?

Open to AI engineering, ML, RPA, business analyst, and full-stack roles. Currently at Accenture · TP graduate · SUTD-bound. Based in Singapore — happy on-site, hybrid, or remote.