https://www.manisportfolio.co.uk/projects daily 0.75 2025-07-09 https://www.manisportfolio.co.uk/projects/boe-using-language-to-predict-risk monthly 0.5 2025-07-09 https://images.squarespace-cdn.com/content/v1/680245d97bbe8c4520cc2d44/d5c59f70-70f4-4d40-bcb2-44b6e86e632e/Screenshot+2025-07-09+091723.png My Projects - Bank of England Project: Can Language Predict Financial Risk? - Make it stand out Correlation matrices of linguistic metrics vs EPS Surprise https://images.squarespace-cdn.com/content/v1/680245d97bbe8c4520cc2d44/4a82c7a1-2a17-4671-a5fd-e4f82dc28f94/Screenshot+2025-07-09+092457.png My Projects - Bank of England Project: Can Language Predict Financial Risk? - Make it stand out SHAP plot of feature importances for best model version https://images.squarespace-cdn.com/content/v1/680245d97bbe8c4520cc2d44/6ff0097e-bcc0-4bc8-9461-73e555834a7a/Screenshot+2025-07-09+092325.png My Projects - Bank of England Project: Can Language Predict Financial Risk? - Make it stand out Negative EPS surprise model evaluation https://www.manisportfolio.co.uk/projects/predicting-student-dropout monthly 0.5 2025-07-09 https://images.squarespace-cdn.com/content/v1/680245d97bbe8c4520cc2d44/d3afe877-862d-4c73-8129-853e16e06037/Screenshot+2025-06-04+111949.png My Projects - Study Group Project: Predicting Student Dropout Using Supervised Learning - Make it stand out Confusion matrices for a tuned Neural Network (left) vs tuned XGBoost model (right). https://images.squarespace-cdn.com/content/v1/680245d97bbe8c4520cc2d44/a0d67bbf-5b1b-47fb-ab0e-0f57b398a8ab/Screenshot+2025-06-04+111410.png My Projects - Study Group Project: Predicting Student Dropout Using Supervised Learning - Make it stand out Confusion matrices for an untuned XGBoost model (left) vs a tuned XGBoost model (right). https://images.squarespace-cdn.com/content/v1/680245d97bbe8c4520cc2d44/69e71a1e-299f-448b-bd2b-1e8fd23ff7ce/Screenshot+2025-06-04+111757.png My Projects - Study Group Project: Predicting Student Dropout Using Supervised Learning - Make it stand out Confusion matrices for an untuned Neural Network model (left) vs a tuned Neural Network model (right). https://images.squarespace-cdn.com/content/v1/680245d97bbe8c4520cc2d44/dd3398e0-cee9-42c3-8bf4-8bf8b418bf63/Screenshot+2025-06-04+112432.png My Projects - Study Group Project: Predicting Student Dropout Using Supervised Learning - Make it stand out Confusion matrices for an untuned Neural Network model (left) vs a untuned XGBoost model (right). https://www.manisportfolio.co.uk/projects/ship-engine-anonamlies monthly 0.5 2025-06-04 https://images.squarespace-cdn.com/content/v1/680245d97bbe8c4520cc2d44/2894b731-416c-4bc6-b927-2bf1a3b41072/Screenshot+2025-04-20+220724.png My Projects - Detecting The Anomalous Activity Of A Ship Engine - Make it stand out One-Class SVM showing anomalies (marked x) outside of the decision boundary (red circular line). https://images.squarespace-cdn.com/content/v1/680245d97bbe8c4520cc2d44/2487601e-cecd-44fd-a1bf-6af6297ab235/Screenshot+2025-04-20+221905.png My Projects - Detecting The Anomalous Activity Of A Ship Engine - Make it stand out Scatterplot of anomalies (red) identified by using Isolation Forest. https://images.squarespace-cdn.com/content/v1/680245d97bbe8c4520cc2d44/c2e6929f-6c55-4d78-a6e2-a8d9f647ae6e/Screenshot+2025-04-20+215454.png My Projects - Detecting The Anomalous Activity Of A Ship Engine - Make it stand out Bar chart showing the number of outliers of each feature. https://images.squarespace-cdn.com/content/v1/680245d97bbe8c4520cc2d44/5db1b256-c21f-4044-8cae-f52981590753/IQR.png My Projects - Detecting The Anomalous Activity Of A Ship Engine - Make it stand out Boxplots of each feature, highlighting outliers detected by using a factor of 1.5 x IQR. https://www.manisportfolio.co.uk/contact daily 0.75 2025-04-21 https://www.manisportfolio.co.uk/home daily 1.0 2025-07-09 https://images.squarespace-cdn.com/content/v1/680245d97bbe8c4520cc2d44/502dfc38-e0ea-4298-b2aa-93b713999529/Messy+data+into+actionable+insight.jpg