Bibliography

General links

• European Union ethical guidelines

AI System audit

• ISACA’s COBIT (2019)

• European practical audit implementation

• Python hashing libraries for obfuscation

• Python library for data quality enforcement: great expectations

Fairness Python libraries

• Tutorial: breaking myths about AI fairness

• AIF 360

• Fairlearn

• Aequitas

Interpretability & transparency

• Shapash

• Shap

• Shap values interpretation

• LIME

• [FR] Transparence et explicabilité des algorithmes, la grande confusion

ML Security & Robustness

• MLFlow

• Various attacks (H2OAI)

Environmental impact

• [FR] IA durable et sobriété numérique : ce que les professionnels de la donnée peuvent faire

• MLCO2: compute CO2 impact

• Green algorithms: compute CO2 impact

• Low resource ML