COSMIC RESEARCH NODE · DHAKA / EARTH

NELOY PRAMANIKSUPTODATA ANALYTICS · MACHINE LEARNING · NETWORK ENGINEERING

Data Analytics · Machine Learning · Network Engineering

I work across data analytics, machine learning, and network engineering—turning datasets, research questions, and infrastructure requirements into testable technical solutions.

ATOM / ML
SIGNAL / DATA
ORBIT / NETWORKS
DEEP SIGNALACTIVERESEARCH LINK
MACHINE LEARNINGDATA ANALYTICSEXPLAINABLE AIDATA ENGINEERINGNETWORK ENGINEERINGRESEARCH SYSTEMS
THREE CORE DISCIPLINES / EQUAL PRIORITY

Data. Intelligence. Infrastructure.

Three interconnected career paths, supported by hands-on projects, technical training, and ongoing research.

01 / CORE TRACK

Data Analytics & Engineering

Data collection, cleaning, transformation, validation, statistical analysis, and repeatable pipelines.

Selected evidenceGeo-business data pipeline · Climate-data validation

PythonPandasSQLPower BIETL
Explore projects
02 / CORE TRACK

Machine Learning & AI

Supervised learning, NLP, explainability, careful benchmarking, and research-driven prototypes.

Selected evidenceSleep health ML · Bengali XAI · Drought research

scikit-learnXGBoostSHAPNLPModel evaluation
Explore projects
03 / CORE TRACK

Network Engineering

IP network design, routing, segmentation, security fundamentals, and virtual network labs.

Selected evidenceMulti-branch network lab · Cisco / MikroTik training

Cisco IOSMikroTikOSPFVLANsEVE-NG
Explore projects
01Identity scan

Research-minded work across data, AI, and networking.

Three complementary technical interests, grounded in reproducible experiments, data workflows, and practical network engineering.

Portrait of Neloy Pramanik Supto
HUMAN / NPSMirpur, Dhaka, Bangladesh

I am a Computer Science and Engineering graduate from Daffodil International University. My three core professional interests are data analytics and engineering, machine learning and AI, and computer networking.

My hands-on work includes data acquisition and validation pipelines, explainable ML research, and simulated enterprise networks using Cisco and MikroTik concepts. I value reliable evaluation, practical engineering, and clear technical documentation.

EducationB.Sc. in CSEDaffodil International University · CGPA 3.60 / 4.00
Current orbitData Engineering AssociateData Operations & Analytics · Part-time / Remote
Research statusPublished · Accepted · Under reviewPublication status and manuscript stage are shown separately below.
02Capability solar system

Three core skill tracks. One connected toolkit.

Data analytics, machine learning, and networking come first. Deployment and programming support all three disciplines.

ORBITAL CAPABILITY MAPLIVE SYSTEM
An interactive solar system illustrates the connected toolkit supporting data, machine learning, and networking.
01

Data Analytics & Engineering

PythonSQLPandasNumPySciPystatsmodelsData CleaningFeature EngineeringEDAStatistical TestingPower BIExcelPower QueryMatplotlib
02

Machine Learning & AI

Scikit-learnTensorFlowKerasXGBoostLightGBMCNNLSTMNLPBanglaBERTmBERTSHAPLIME
03

Networking & Systems

Cisco IOSMikroTik RouterOS v7OSPFRIPVLANInter-VLAN RoutingDHCPNATACLVRRPSSHv2SyslogNTPEVE-NGCisco Packet TracerVirtualBox / VMware
04

ML Engineering & Deployment

FastAPIMongoDBDockerAWS EC2AWS ECRGitHub ActionsGit/GitHubLinuxJupyter Notebook
05

Programming & Automation

PythonSQLC (basic)JavaScriptNode.jsPlaywrightCSV processing
03Mission archive

Explore work across data, ML, and networks.

Filter the six featured projects by technical area. Each project links to a detailed case study and its source repository.

Showing 6 of 6 featured projects

MISSION01
Applied ML · Deployment

Sleep Health Prediction System — End-to-End ML Pipeline

An end-to-end machine learning system for predicting sleep-related health conditions from lifestyle, behavioral, and medical features using a self-collected dataset.

Pythonscikit-learnFastAPIMongoDBDockerAWS EC2
MISSION02
Climate Data · XAI

Agro-Climatic Data Reconstruction with Machine Learning — BD-AgroClim

A reproducible research workflow comparing NASA POWER and ERA5-Land against 36 BMD stations and correcting daily agro-climatic reanalysis bias with machine learning.

PythonPandasNumPyscikit-learnXGBoostLightGBM
MISSION03
NLP · Transformers · XAI

Bengali Fake-News & Hate-Speech Detection with Explainable AI

A controlled comparison of BanglaBERT and multilingual BERT on Bengali fake-news and hate-speech tasks, paired with statistical testing and quantitative explanation evaluation.

PythonBanglaBERTmBERTTransformersscikit-learnSHAP
MISSION04
Network Engineering · EVE-NG

Enterprise Multi-Branch Network with High Availability & Multi-Area Routing

A simulated multi-site enterprise network built in EVE-NG with MikroTik RouterOS v7, multi-area OSPF, segmented VLANs, security controls, and gateway high availability.

MikroTik RouterOS v7EVE-NGOSPFVLANVRRPNAT
MISSION05
Data Engineering · Automation

Enterprise Geo-Business Discovery & Data Collection Pipeline

A modular Node.js and Playwright workflow that transforms publicly available Google Maps business results into structured CSV datasets.

Node.jsPlaywrightJavaScriptCSVParallel ProcessingData Validation
MISSION06
Agentic AI · Research Prototype

Agenting AI — Reflection & Memory Prototype

An experimental notebook-based prototype exploring reflection-driven learning, structured error memory, and iterative reasoning for self-improving AI workflows.

PythonJupyter NotebookJSONPrompt EngineeringReflection LogicMemory Systems

More engineering work is available in the full GitHub profile, including a MERN-based cooking & kitchen product store application.

View all repositories
04Deep signal records

Research, with its status clearly stated.

Peer-reviewed publication, accepted-but-unpublished work, accessible preprints, and ongoing manuscripts in ML, environmental data, and climate forecasting.

DEEP SPACE RECEIVERLIVE

Published, accepted & available preprints

Publication status is stated separately from public preprint availability.

01
Published2026

Addressing Behavioral Patterns of Late Sleepers Using a Supervised Learning Approach

N. P. Supto, R. Chowdhury, M. Rahman

IDAA 2025 conference proceedings · Atlantis Press

A supervised-learning study of late-sleep behavior and associated behavioral patterns.

View publication
02
Accepted · Not Published2026

An Explainable Machine Learning Framework for Personalized Sleep Health Assessment and Behavioral Recommendations

Neloy Pramanik Supto (sole author)

Indonesian Journal of Electrical Engineering and Computer Science (IJEECS)

An explainable machine-learning framework for sleep-health assessment and behavior-oriented recommendations.

Accepted on 10 September 2026 (paper ID 46266); publication was not completed. The linked SSRN version is a preprint, not the journal publication.

Read available preprint
03
Preprint2025

Hybrid CNN–LSTM Framework for Long-Term Solar Irradiance Prediction Using Multi-Source Satellite Data: A Spatio-Temporal Analysis over Bangladesh

N. P. Supto, R. Chowdhury, R. Das, S. Biswas

SSRN preprint

Multi-source satellite climate data and a hybrid deep-learning framework for solar irradiance analysis and prediction across Bangladesh.

Read preprint

Manuscripts under review

Research summaries only · Journal names and full manuscripts are not publicly displayed.

04
Under Review2026

When does daily reanalysis bias correction transfer? Spatial separation, environmental support and climate-index trade-offs

Neloy Pramanik Supto, Sajib Biswas, Sazal Das

Journal manuscript · Under review

Evaluates ERA5-Land bias correction across 36 Bangladesh weather stations, testing spatial transfer, training budgets, and climate-index trade-offs. Under station withholding, local Extra Trees reduced maximum-temperature RMSE by 40.9%; the gain was 34.3% with a 100-km exclusion buffer.

Manuscript results are under peer review; journal identity is intentionally not listed.

05
Under Review2026

Observation-calendar and meteorological-source sensitivity in drought-direction diagnostics across Bangladesh

Neloy Pramanik Supto, Sajib Biswas, Sajal Das

Journal manuscript · Under review

Investigates how missing-observation calendars, preprocessing, and meteorological data sources influence directional drought diagnostics at 36 Bangladesh locations, using CCM, Granger tests, PCMCI, and controlled simulations.

Manuscript results are under peer review; journal identity is intentionally not listed.

06
Under Review2026

Apparent Drought-Forecast Skill Tracks Target-Window Overlap: A Multi-Scale, Target-Date-Embargoed Benchmark across Bangladesh

Sajib Biswas, Neloy Pramanik Supto, Sajal Das

Journal manuscript · Under review

A 24-task drought-forecast benchmark across 36 stations. Overlap-aware baselines explained much of the apparent skill; tested ML models did not beat the validation-selected baseline on any of the 24 tasks.

Neloy Pramanik Supto is an equal-contributing second author and corresponding author. Manuscript results are under peer review; journal identity is not listed.

Under review does not mean accepted or published. Results described above are from submitted manuscripts and remain subject to peer review.

05Flight log

From CSE foundations to applied data operations and research.

Experience orbit
Mar 2026 — Present

Data Engineering Associate (Data Operations & Analytics)

Red Digital Marketing Group

Part-time · Remote · Dhaka, Bangladesh

  • Conduct data acquisition, preprocessing, cleaning, transformation, and validation workflows supporting marketing analytics and business insights.
  • Convert raw and unstructured data into structured, analysis-ready datasets using consistency checks and quality-control rules.
  • Organize datasets with basic data modeling to improve reporting and downstream analytics usability.
Education orbit
2021 — 2025

B.Sc. in Computer Science and Engineering (CSE)

Daffodil International University

Dhaka, Bangladesh · CGPA 3.60 / 4.00

  • Relevant study areas include Data Mining & Machine Learning, Artificial Intelligence, Natural Language Processing, Statistics & Probability, Database Management Systems, Data Structures & Algorithms, Computer Networks, Data Communication, Information Security, Operating Systems, and Big Data & IoT.
06 / PROFESSIONAL DOCUMENTS

One background. Three tailored CVs.

Choose the document that best matches the role. All three PDF downloads are the original versions supplied by the candidate.

Preview of Networking & NOC CV, page oneTWO-PAGE PDF
NETWORK ENGINEERING

Networking & NOC

Networking, NOC, network support, Cisco / MikroTik and infrastructure roles.

Preview of Overall Technical Profile CV, page oneTWO-PAGE PDF
GENERAL / CROSS-FUNCTIONAL

Overall Technical Profile

A combined CSE profile for broader junior technical and engineering roles.

07 / CREDENTIALS / PROOF OF LEARNING

Courses, training & research participation.

View the actual certificate images and supplied evidence links. Training completion and conference participation are labelled accurately rather than presented as vendor exams.

Showing 8 of 8 supplied certificate records. Evidence links open externally.

Certificate image: Data Analytics with Excel, Power BI, Python & SQL, Tutorials Point Bangladesh
DATA · 2026

Data Analytics with Excel, Power BI, Python & SQL

Tutorials Point Bangladesh

Course completion · Certificate ID 26925b25c5ae5683

View supplied certificate
Certificate image: CCNA 200-301 & MTCNA Training, Creative IT Institute
NETWORKING · 2026

CCNA 200-301 & MTCNA Training

Creative IT Institute

Grade A course completion · Issued April 2026; training completed July 2025. Not a Cisco/MikroTik vendor exam credential.

View supplied certificate
Certificate image: IDAA 2025 — Paper Presentation, International Conference on Intelligent Data Analysis and Applications
RESEARCH · 2025

IDAA 2025 — Paper Presentation

International Conference on Intelligent Data Analysis and Applications

Certificate of appreciation · Paper ID 10381 · Accepted and presented

View supplied certificate
Certificate image: AI Product Management Micro-Certification, Product Space
OTHER · 2026

AI Product Management Micro-Certification

Product Space

Certificate of participation (not an examination credential)

View supplied certificate

Additional training

Other coursework listed in the CVs; individual evidence links have not yet been supplied.

Data Science Essentials with Python · Data Analytics EssentialsCisco Networking Academy
Python Essentials 2Python Institute
AI FundamentalsIBM SkillsBuild
Linux EssentialsNDG / LPI

Certificates are displayed as course completion, conference participation or training evidence as stated on the documents. A shared Google Drive link is not, by itself, an issuer-verification service.

08Collaboration modules

Three practical ways I can contribute.

Grounded in the projects, coursework, and current data-operations experience shown above.

01

Data Analysis & Automation

Data acquisition, cleaning, validation, exploratory analysis, structured reporting, and repeatable automation workflows using Python, SQL, spreadsheets, Power BI, Node.js, and Playwright.

02

Machine Learning Prototyping

Applied ML workflows spanning preprocessing, feature engineering, model comparison, explainability, evaluation, and lightweight API deployment.

03

Network Lab & Topology Design

Simulated Cisco and MikroTik network labs covering IP planning, VLANs, OSPF, DHCP, NAT, ACLs, VRRP, troubleshooting, logging, and high-availability concepts.

09 / OPEN COMMUNICATION CHANNEL

Have a role, research idea, or technical project in mind?

Send a message from the site, or reach out through email, LinkedIn, or GitHub.

neloybbs@gmail.com Mirpur, Dhaka, Bangladesh

Having trouble? Email me directly.