Promo Optimization with Machine Learning (POML) - GoPay / GoPayLater Marketing Personalization

Teaching Mathematics and Statistics1. Teaching Calculus, Linear Algebra, Matrix Theory & Discrete Mathematics2. Teaching Descriptive Statistics & Inferential Statistics (Hypothesis Testing)

a. Researching and build machine learning model (Scikit-Learn) ) for taxi demand prediction, taxi fixed price, and taxi adaptive pricing on MyBlueBird App b. File processing and handling (Python) c. Data pre-processing, analysis, feature engineering and visualization (Python – Pandas, NumPy, Matplotlib, Seaborn) d. Experimenting with Deep Learning Architecture Model (ConvNet, RNN (LSTM)) for taxi demand prediction with Keras (TensorFlow) e. Clustering for Taxi-Demand Regions using Dynamic Time Warping on Time-Series Demand Data f. Analyze Time-Series Taxi Demand Data g. Create Deep Learning Model (Tensorflow - Keras) h. Running Keras/Scikit-Learn Model on Google Cloud Platform (AI Platform) i. Analyze Keras Deep Learning Model Performance via Tensorflow – Tensorboard j. Deploying and Inferencing Keras/Scikit-Learn Model on Google Cloud Platform (AI Platform). Default and Custom prediction. k. Corporate Logistic Service Monitoring Dashboard (Tableau, Data Studio) l. Taxi tracking analysis (Folium)Projects:1. Algorithm for Taxi Dispatch Method (Bidding/Assignment/Hybrid) Simulation to analyze each method effectiveness2. Regional Taxi-Demand Prediction3. Taxi Fixed-Price and Adaptive Pricing4. Customer Gender Classification based on customer’s name5. Soekarno-Hatta Airport’s Terminal Vehicle Supply Detection6. Person Taxi Hailing Pose Detection (Computer Vision)7. Taxi Driver’s Sentiment Analysis (NLP)8. Taxi Detection and Classification (Computer Vision)9. MyBB User-Tiering (Risk Scoring) for Fraud Detection and Prevention

Data Wrangling and Visualization with Excel & Python (Pandas, Matplotlib, NumPy, Basemap)Data Reporting (Google Data Studio)Data Retrieval (PostgreSQL)