Naveed Ahmad

A Coding Guide Implementing SHAP Explainability Workflows with Explainer Comparisons, Maskers, Interactions, Drift, and Black-Box Models

print(“\n” + “=”*72) print(“PART 3: Interaction decomposition”) print(“=”*72) inter = tree_expl.shap_interaction_values(X_te.iloc[:500]) inter_abs = np.abs(inter).mean(0) diag = np.diagonal(inter_abs).copy() off = inter_abs.copy(); np.fill_diagonal(off, 0) main_share = diag.sum() / (diag.sum() + off.sum()) print(f”Total attribution mass: {main_share*100:.1f}% main effects, ” f”{(1-main_share)*100:.1f}% interactions”) pairs = [(X.columns[i], X.columns[j], off[i, j]) for i in range(X.shape[1]) for j in range(i+1, X.shape[1])] pairs.sort(key=lambda t:…

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Cadet College Jobs in Sanghar May 2026 Advertisement – Latest Teaching & Staff Vacancies

The Cadet College Jobs in Sanghar May 2026 Advertisement has announced multiple career opportunities for qualified and experienced candidates across Pakistan and Sindh province. Cadet College Sanghar, located at Jam Nawaz Ali via Tando Adam, is inviting applications for Lecturer, Maintenance Engineer, Drill Instructor, Physical Training Instructor, and Staff Nurse positions. Eligible male and female…

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AI, Robotic surgery transform Pakistan’s healthcare vision

LAHORE: Punjab Assembly Speaker Malik Muhammad Ahmad Khan highlighted the growing impact of artificial intelligence, robotic surgery, telemedicine and genomic research on global healthcare systems. He was speaking at the Pakistan Medical Association’s International Medical Conference in Lahore on Saturday. He said modern technology continues to reshape medical treatment and improve patient care across the…

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ISPR takes exception after Indian military chief says Pakistan ought to determine between being ‘a part of geography’ or not – Pakistan

ISPR takes exception after Indian military chief says Pakistan ought to determine between being ‘a part of geography’ or not – Pakistan

The Inter-Companies Public Relations (ISPR) on Sunday took exception to the Indian military chief’s current provocative remarks and cautioned New Delhi towards pushing South Asia in the direction of one other battle with “devastating” penalties for the area. “Indian COAS gave a provocative assertion throughout a current interview that ‘Pakistan ought to determine if it…

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WHO declares international emergency as Ebola outbreak kills more than 80 in DR Congo

A health worker puts on his personal protective equipment (PPE) before entering the red zone of a MSF (Doctors Without Borders) supported Ebola Treatment Centre (ETC), on November 6, 2018, in Bunia, Democratic Republic of the Congo. — AFP  Bundibugyo strain has no vaccine. MSF prepares large-scale response. Uganda confirms cross-border death. KINSHASA: An Ebola…

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