Monika Obrocka - Founder
Experience
Founder
AI Decoded
- Advanced AI implementation strategy: specialize in advanced prompting techniques and optimization strategies for business applications of large language models, focusing on achieving high-quality results from the first interaction.
- AI education and training: design and deliver specialized AI training programs for business professionals, translating complex AI concepts into practical, actionable knowledge.
- Strategic AI consulting: guide ethical and practical AI implementation strategies, helping businesses navigate the complexities of AI adoption.
- Data foundation building: implement the Process → Data → AI framework to help businesses establish proper foundations for effective AI utilization.
- Digital transformation: lead initiatives for SMEs to modernize legacy systems and create sustainable competitive advantages through strategic data organization.
Data Engineer
Equal Experts - Merlin Entertainments
- Data architecture and implementation: designed and implemented scalable data pipelines using Azure DevOps and Databricks (DLT and PySpark).
- Data quality and governance: established comprehensive data quality frameworks and governance standards for PII/sensitive data.
- Pipeline optimization: developed incremental loading patterns and reusable pipeline templates for efficient data processing.
- Secure data storage: implemented secure data storage practices using Azure’s suite of tools (ADLSv2, ADF, IAM).
- Infrastructure-as-code: created Terraform scripts following infrastructure-as-code principles for efficient resource management.
Director of Engineering
Pendulum Systems
- Strategic leadership in organizational change: led the seamless transition of engineering teams to a POD structure during significant organizational changes, enhancing agility and focus.
- Innovative technical leadership: spearheaded the deployment of ClearML, revolutionizing model management and automation processes.
- Operational excellence: directed the transition of data pipelines to Dagster and ML pipelines to ClearML, significantly improving operational workflows.
- Crisis management: navigated teams through challenging periods while maintaining high team morale and productivity.
- Communication and collaboration: revolutionized internal communication strategies, improving collaboration across departments.
- Implemented comprehensive mentorship program to develop team members’ career paths and technical capabilities.
- Professional development: implemented innovative team topologies, transforming tech-ops into a highly effective platform/enabling unit.
Director of Machine Learning Operations
Pendulum Systems
- Team building and infrastructure development: built and led the MLOps team from 0 to 8 members within eight months, developing the entire MLOps infrastructure from scratch.
- Agile practices: implemented agile software practices and developed an ML system strategy based on a “demo-or-die” philosophy.
- Grant funding: secured $500,000 in funding for machine learning projects, enhancing the organization’s reputation in innovative ML applications.
- Established structured career development pathways for team members, providing personalized mentorship and growth opportunities.
- Cross-functional collaboration: orchestrated collaborations between MLOps and other technical teams, reducing time from model development to deployment.
Senior Data Scientist
Praekelt.org
- Innovative health solutions: designed and delivered experiments across SMS, WhatsApp, and other mobile platforms to drive healthy behavior change at scale.
- Data analysis and research: utilized natural language processing techniques for healthcare data analysis and research.
- Impactful public health campaigns: led analysis of data-driven public health campaigns, optimizing message delivery and content personalization.
- Collaborative leadership: initiated cross-functional projects integrating advanced data analytics into mobile health platforms.
Research Data Scientist
SKA SA Science Data Processing
- Research and development: developed a radio frequency interference detection system in collaboration with IBM Research Africa.
- Algorithm development: created novel algorithms for analyzing and classifying astronomical data, advancing astrophysics research.
- Mentorship: mentored graduate and postgraduate students within the Young Professionals Development Programme.
- International collaboration: contributed to research papers and presentations at major scientific conferences.
Industry Experience
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Experienced in Information Technology, Healthcare, Space Exploration, Professional Services, and Tourism.
Business Area Experience
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Experienced in Information Technology, Product Development, Research and Development, Business Intelligence, Strategy, and Quality Assurance.
Summary
With over a decade of experience spanning radio astronomy research to enterprise data engineering and AI implementation, I offer a unique perspective at the intersection of advanced technology and practical business application. As the founder of AI Decoded, I specialize in translating complex AI concepts into actionable strategies for business professionals, with a particular expertise in building data foundations and human-AI collaboration models. My leadership experience includes growing technical teams from inception through significant organizational transitions while maintaining operational excellence. I am passionate about equipping the next generation of business leaders with the practical skills and strategic frameworksnecessary to effectively leverageAI as anexternal enabler of sustainable competitive advantage, utilizing a teachingapproach that balances theoretical understanding with real-world implementation.
Skills
Data & Ai Technologies
- Cloud Platforms: Azure (Devops, Databricks, Adf, Adlsv2, Iam), Google Cloud Platform, Aws.
- Data Engineering: Snowflake, Data Pipelines, Etl/elt, Dlt, Data Warehousing, Lakehouse Architecture.
- Machine Learning Operations: Mlops Infrastructure, Clearml, Dagster.
- Programming Languages: Python (10+ Years), R, Sql, Terraform.
- Big Data Technologies: Pyspark, Hadoop Ecosystem.
- Data Visualization: Power Bi, Tableau, Matplotlib, Seaborn.
- Version Control & Ci/cd: Git, Azure Devops, Automated Deployment Pipelines.
Ai Implementation & Strategy
- Large Language Models: Advanced Prompting Techniques, Output Optimization, Context Engineering.
- Ai Integration: Strategic Implementation Frameworks, Human-ai Collaboration Models.
- Ai Governance: Ethical Implementation, Bias Mitigation, Quality Control Frameworks.
- Digital Transformation: Process → Data → Ai Sequential Approach, Strategic Foundation Building.
- Data Organization: Information Architecture, Data Passion Frameworks, Competitive Advantage Creation.
Leadership & Pedagogical Skills
- Curriculum Development: Creating Practical, Outcomes-focused Learning Experiences For Business Professionals.
- Workshop Facilitation: Engaging Delivery Of Complex Technical Concepts To Diverse Audiences.
- Cross-functional Translation: Bridging Technical And Business Stakeholders With Accessible Explanations.
- Mentorship: Developing Junior Talent Through Structured Guidance And Practical Applications.
- Change Management: Guiding Organizations Through Digital Transformation And Ai Adoption.
- Strategic Leadership: Building And Scaling Technical Teams In Rapidly Changing Environments.
Languages
Education
The University of Manchester
Doctor of Philosophy · Radio Astronomy · Manchester, United Kingdom
Aston University
Bachelor of Engineering · Electronic Engineering · Birmingham, United Kingdom
Statistics
Experience
Global Experience
Expertise
Qualifications
Profile
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