Portfolio / Selected work

Projects.

From a useful question
to a working system.

A collection of products and applied research
across AI, data, and finance.

The current chapter / Present

Intelligence, put to work.

AkerAI

Today, I lead AI & Platforms at Aker, connecting institutional knowledge, operating data, analytics, and agents to improve how investment work gets done.

Explore AkerAI

AkerAI public dashboard preview with portfolio metrics and operating performance

Asset management dashboard / Public preview

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AkerAI public product overview showing connected data, analytics, agents, and workflows

Analytics, agents, and workflows / Public overview

Company dashboard

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Sentiment analysis

InvestOpia feed of company-related tweets

Social signals

01 / Market intelligenceFeatured project · 2020

InvestOpia

A clearer view of the market.

Financial data, business news, social signals, and sentiment analysis, brought together in one investment research workflow.

Python
Flask
MySQL
scikit-learn
NLTK

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Content-aware image repository with search and a grid of uploaded photos

Search by image content

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Image upload form with title, description, tags, and category fields

Upload and organize

02 / Computer visionProduct · 2021

Content-aware image repository

Find an image by what’s in it. Object detection at upload turns a collection of files into a searchable visual library.

Object detection
Content-based search

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Ryzer interface displaying a library of finance resumes

Resume discovery

03 / EducationProduct · 2020

Ryzer

A resume-sharing platform built to narrow the network gap for students, with an ATS parser to show how a résumé reads to software.

1,500+students served
across universities

Resume discovery
ATS parsing

Archived product · Interface preview available

Published treemap of information technology companies grouped by spectral clustering

Company peer groups

04 / Machine learningPaper · 2024

Comparable-company analysis

A systematic approach to selecting company peers and estimating cost of equity using spectral and agglomerative clustering.

Clustering
Valuation
Cost of equity

Read the paper

Vaccine prioritization model showing individual-level features and supervised and unsupervised learning

Individual prioritization

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Population clusters

Regional vaccine distribution model with public health unit clusters

Regional allocation

05 / Public healthCase study · 2021

Vaccine distribution

How should scarce supply be allocated? A two-level machine-learning framework for individual prioritization and regional vaccine distribution.

Machine learning
Optimization
AI ethics

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Research notebook / Markets

01: Discover relationshipsClustering & equity representations
02: Test the signalsCointegration & sentiment analysis
03: Explore strategiesPairs, momentum & reinforcement learning

Selected methods

06 / Quantitative financeExplorations · 2021

Quantitative trading research

Experiments across pairs, momentum, and algorithmic trading, connecting equity representations with statistical relationships and sentiment signals.

Cointegration
Clustering
NLP
Reinforcement learning

Research archive · Selected methods