Weird Fishes Network

Turning data into decisions.

Based in India and working globally, Weird Fishes Network builds machine learning systems for retailers, banks, insurers, hospitals, utilities and more. We bring data, technology and domain expertise together to help teams worldwide make confident decisions.

Models running in production, by quarterAcross selected engagements
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Where the work went

Retail and banking were our largest practices, but some of our most interesting problems came from water networks, hospital wards and telematics boxes. Every engagement started with one question: what decision will this model change?

Work across eight sectors and a wide range of real-world decisions.

Our work

From our base in India, we work with organisations around the world across retail, banking, insurance and other sectors. Explore selected engagements to see the challenge, the data, the modelling approach and what changed for each client.

Case studies are anonymised and representative of engagement types; client identities are withheld.

Products

Built by our India-based team for organisations worldwide, our software turns repeated, complex work into practical tools. Alongside consulting, our platforms support forecasting, customer analytics, asset monitoring and risk decisions for global clients.

How we worked

Our India-based team works with clients globally, following a clear path from raw data to a monitored model in production. We work with each client's local business context and data requirements, bringing together the practices shown in the pipeline below.

Engagement model

1

Discovery

Two weeks with the people who would use the model. We mapped the decision, the data and the cost of being wrong.

2

Proof of concept

Six to eight weeks on historical data, with a backtest the client's own analysts could rerun.

3

Production

Pipelines, APIs and dashboards built into the client's stack, with alerts on drift and data quality.

4

Handover

Documentation, training and paired support until the internal team owned the model end to end.

Technology we used

Our story

Weird Fishes Network was founded in India and is based in India, working with organisations globally. Our team of forty brings together data science, engineering and product expertise to build practical machine-learning systems that help organisations worldwide make better decisions.

Project volume by period

Contact

Based in India, we welcome business enquiries and partnerships from organisations worldwide. For questions about our global work or to discuss a project, please get in touch.

General enquiries

hr@weirdfishes.network

Replies may take a few days. We cannot share client data or materials covered by confidentiality agreements.

Location and reach

Based in India · Working globally

Our team

A multidisciplinary team working across data, engineering, product and client partnerships:

Founder and MDHead of Data ScienceHead of EngineeringPrincipal Data Scientists (4)Senior Data Scientists (9)ML Engineers (7)Data Engineers (8)Product Managers (3)Designers (2)Client Partners (4)