Research Ops for Academia
Academic ML research needs more than scattered notebooks. We build reproducible experiment pipelines, clean datasets, and baseline replications for PhD scholars, research labs, and ed-tech teams.
spacedrift.in supports fixed-scope research operations from Bengaluru, India. You get code, configs, result tables, documentation, and a handoff that makes the work easier to review, rerun, and defend.
What We Deliver
From data to reproducible results.
We handle the implementation and experiment operations around your research question. Every deliverable is scoped upfront and built so results can be traced back to data, code, and configuration.
Dataset Curation & Cleaning
Raw data converted into research-ready datasets. We handle collection support, deduplication, normalization, train/test splitting, and format standardization. Your experiments start from documented data, not loose files.
Reproducible Experiment Pipelines
Train/eval harnesses with version-controlled configs, automated metric tracking, and deterministic seeds. Run agreed experiments from a single command and trace each result back to the exact configuration used.
Baseline Replication
We reproduce selected results from published papers on your dataset or hardware, then document the gap between the paper and your setup.
ML & Stats Consulting
Practical guidance on methodology, experimental design, statistical tests, and results interpretation for thesis or paper chapters.
Publication Support
Support for IEEE, Springer, and ACM-style drafts, including literature review structure, methodology sections, figures, and citation cleanup.
100%
Reproducible results across all pipelines
72hr
Average turnaround for dataset delivery
15+
Research domains covered
30d
Post-delivery support included
Process
Structured research support.
Every engagement starts with a written scope. You know which experiments, datasets, metrics, and documents are included before work begins.
Research Brief
Share your topic, guidelines, papers, dataset status, and deadline. We assess feasibility and identify what can be delivered within a fixed scope.
Scope & Proposal
Within 24 hours, you receive a fixed-price proposal with deliverables, timeline, assumptions, and exclusions. There is no open-ended research retainer.
Build & Validate
We implement pipelines, curate datasets, and run agreed experiments with regular check-ins. You see working code and result artifacts at each milestone.
Deliver & Support
Delivery includes source code, configs, documentation, and a walkthrough session. 30 days of post-delivery support covers questions and scoped revisions.
Domains
Research domains we support.
Machine Learning
Deep learning, NLP, computer vision, LLM evaluation, fine-tuning workflows, reinforcement learning, and generative model experiments.
Data Science
Statistical analysis, predictive modeling, exploratory data analysis, and reproducible visualization for research reporting.
Software Engineering
System design, performance optimization, distributed computing experiments, and implementation support for academic prototypes.
Need research support
with a clear scope?
Share your research requirements. We respond within 24 hours with a clear scope, methodology, and fixed price if the work is a fit.
spacedrift.contact@gmail.com