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Work Background
CutrLead AI / ML Engineer
Jun. 2024 - Aug. 2024London Area, United KingdomMarketplace for wood manufacturing (startup)
• Hired to develop the AI strategy and lead the AI
department for a growing startup.
• Worked on a forecasting project using dbt
https://www.getdbt.com/and SQL, focusing on data
pipeline creation and preliminary model development.
• Set up AI initiatives and collaborated in a dynamic
startup environment.
Citeline/NorstellaSenior Data Scientist
Apr. 2021 - Jun. 2024London, England, United KingdomOne of the world's largest pharma intelligence solutions providers on the market
• Automated clinical trial analysis and developed ML/deep learning/LLM models to predict the success of clinical trials, reducing decision-making time from weeks to hours (Python, Tensorflow, Keras, Deep Learning).
• Worked on Retrieval-Augmented Generation(RAG) system using OpenAI API, integrating document processing with a SQL database and utilizing Pinecone database for embeddings and similarity searches.
• Led the integration of AWSt technologies (S3, SageMaker, Lambda) to enhance data security and streamline model deployment processes.
• Improved coding practices by promoting modern tools (Visual Studio, PyCharm), implementing GitHub code reviews with pull requests and streamlining the CI/CD pipeline using TeamCity and Pylint for code quality assurance.
• Started"InnovationFridays" and regular pair programming sessions, helping collaboration and continuous learning.
IntentHQSenior Data Scientist
Jul. 2019 - Mar. 2021London, United KingdomTelecom industry
• Researched, prototyped, and evaluated a variety of machine learning and NLP models including churn models to predict customer turnover using deep learning methods like LSTMs, and NLP models like Latent Dirichlet Allocation in ScalaSpark and PySpark.
• Tackled big data challenges by implementing and optimizing models on Scala Spark clusters.
S&P Global PlattsSenior Data Scientist
Oct. 2018 - Jun. 2019London, United KingdomCommodities, oil and gas
• Hired as a contractor, established the foundational framework for the data science team, which allowed us to start working on more advanced ML/AI models, and led the modernization of the company's technology stack from Excel to Python and databases, which significantly improved analytical capabilities and decision-making process.
• Consulted on the reinforcement learning project for the smart housing project.
• Collaborated with a team of analysts worldwide, mentored them to become data scientists, and established software development and data science best practices, including GitHub usage and code reviews.
News UKData Scientist/Machine Learning Researcher
Apr. 2018 - Oct. 2018London, United KingdomA major British newspaper publisher, owner of The Times and other publications
• Hired as a contractor, built/NLP models to predict reader preferences and help journalists decide what to write about, while also mentoring junior data scientists and engaging with stakeholders to ensure data science solutions met business needs.
Hiver Data Scientist/Machine Learning Researcher
Jan. 2018 - May. 2018London, United KingdomIndoor positioning technologies (startup)
• Hired as a contractor, joined as the first data scientist in a startup, and worked closely with the CTO and CEO in researching and developing machine learning models for indoor positioning.
• Developed a data collection method for indoor positioning by simulating real-world scenarios using my phone (and hiring an intern), which allowed us to start building more advanced models.
LiveEOMachine Learning Research Engineer
Nov. 2017 - Jan. 2018Berlin Area, GermanyWorked on earth observation technologies by utilizing computer vision and deep learning
TenderScoutData Scientist
Mar. 2017 - Jul. 2017County Dublin, IrelandGovernment contract allocations to businesses (startup)
• Established the data science department at a startup,
working with data engineers to set up the core database infrastructure. Created the first machine-learning models to predict government contract allocations to businesses.
GirlCrewSoftware Engineer
Oct. 2016 - Jan. 2017DublinContributed as a Ruby on Rails Software Engineer in the development of a social networking application tailored for women, similar to Facebook, enhancing digital community building.
Freelance (Self employed)Software Engineer
Jan. 2012 - Jul. 2016- Leveraged Ruby on Rails expertise to independently source and manage a diverse client portfolio, embodying an entrepreneurial approach and fostering strong client relationships.
- Led the end-to-end development, deployment, and testing of various web applications, both individually and in team settings, ensuring the delivery of customized software solutions.
- Played a key role in team expansions by interviewing and hiring new members, significantly boosting team productivity and cultivating a culture of leadership and collaboration.
minus5 d.o.oSoftware Engineer
Nov. 2011 - Nov. 2012ZagrebRuby on Rails, HTML, CSS, jQuery, JavaScript
INETEC - Institute for Nuclear TechnologySoftware Engineer/Mathematician
Aug. 2008 - May. 2011Zagreb, Croatia• Developed wavelet-based signal processing algorithms in MATLAB and C#.NET for robots inspecting steam generator tubes in nuclear power plants, eliminating the need for human exposure in highly radioactive zones.
• Project" Study and development of ultrasonic non-destructive examination systems", Unity Through Knowledge Fund, Croatian Ministry of Science, Education, and Sports: FEM - Finite Element Method analysis of partial differential equations using COMSOL Multiphysics
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