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Ryan is excited to contribute by assisting projects in achieving state-of-the-art data-driven decision-making implementations for industries in Indonesia, while looking at applications of machine learning from a systems engineering perspective to maximize effectivity and efficiency.
General Information
| Full Name | Muhammad Ryanrahmadifa |
| Date of Birth | 09 July 2003 |
| Languages | English, Bahasa Indonesia |
Education
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2021 - present Bachelor's Degree
Bandung Institute of Technology - Concepts of Systems Thinking
- Probability Theory, Industrial Statistics
- Operations Research
- Mixed Integer Linear Programming, Duality Theory, Transportation Problems, Assignment Problems.
- Dynamic Programming, Network Flows, Markov Decision Problems, and Metaheuristics.
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2021 High School Diploma
SMA Negeri 8 Jakarta - Head of the Legislative Commission, Class Representatives
- Vice Head of Regeneration, Class Representatives
Experience
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Jul. - Aug. 2023 Data Scientist
IDX Partners x Rakamin Academy - Conducted the business understanding process towards the credit card & payment industry, followed by exploratory data analysis
- Performed machine learning modelling and evaluation
- Random Forest Classification, K-Nearest Neighbor, Gradient Boosting, Naive Bayes, and Artificial Neural Network (ANN) algorithms.
- Evaluation via confusion matrices and F2 Score towards the accuracy.
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Sep. - Dec. 2022 Business Intelligence & Analytics
eFishery - Designed, delivered, and maintained dashboards towards important metrics for the product team daily through Metabase
- Performed data extraction, transformation, and loading for the data pipeline that included AppSheet API, Google Sheets, and Metabase
- Maintained an intense communcation cross‑functionally with other departments to deliver ad hoc requests timely
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Jul. - Sep. 2022 TETRIS Program Scholarship Awardee
DQLab - Used Python to perform descriptive analytics, web scraping using BeautifulSoup and Selenium; data processing and cleaning using pandas; visualizations using matplotlib and plotly; and deployed the analytics report as an interactive website with streamlit.
Personal Projects
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Aug. 2023 GAN-ImageGeneration
- Paper implementation of deep learning through a Deep Convolutional General Adversarial Network for image generation.
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Jul. 2023 CV-ActionRecognition
- Real-time motion tracking that recognizes action via LSTM networks and maps it into mouse and keyboard controls for computer devices.
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Jul. 2023 CV-EmotionDetection
- Real-time face tracking that recognizes facial emotions via CNN and classifies them into a category.
Certifications and Awards
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2023 - Deep Learning Specialization, Deeplearning.AI | Coursera
- Machine Learning Operations (MLOps) Specialization, Deeplearning.AI | Coursera
- Advanced Google Data Analytics Professional Certification, Google | Coursera
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2022 - Machine Learning Specialization, Deeplearning.AI | Stanford University | Coursera
- Google Data Analytics Professional Certification, Google | Coursera
- Bronze Medalist of HackBiz (Hackathon x Business Case Competition) 2022, UGM
- Semi‑Finalist of Gadjah Mada Business Case Competition 2022, UGM
- Top Achiever of Data Analytics TETRIS Program, DQLab
Academic Interests
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Deep Learning
- Reinforcement learning for dynamic environments
- Explainable artificial intelligence
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Systems Engineering
- Modelling for complex systems
- Integrating interdisciplinary fields
Other Interests
- Hobbies: Video editing, explore mathematics, and watch documentaries