https://www.labelia.org/fr/blog daily 0.75 2025-11-19 https://www.labelia.org/fr/blog/gradiantai-est-la-premire-organisation-linternational-obtenir-le-label-labelia- monthly 0.5 2024-10-29 https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/2a8f9a57-f6b6-4a75-8731-33edadfb49a6/2024.10.29_Slide_logos_labellis%C3%A9s.PNG Blog Substra Foundation - Gradiant.ai est la première organisation à l'international à obtenir le label Labelia ! - Démarquez-vous Quel que soit le cas, la façon dont vous racontez votre histoire en ligne peut faire toute la différence. https://www.labelia.org/fr/blog/replay-meetup-data-science-responsable-et-de-confiance-s05e01 monthly 0.5 2024-03-22 https://www.labelia.org/fr/blog/replay-meetup-data-science-responsable-et-de-confiance-s04e04 monthly 0.5 2024-03-18 https://www.labelia.org/fr/blog/replay-meetup-data-science-responsable-et-de-confiance-s04e03 monthly 0.5 2023-11-28 https://www.labelia.org/fr/blog/replay-meetup-data-science-responsable-et-de-confiance-s04e02 monthly 0.5 2023-11-28 https://www.labelia.org/fr/blog/replay-meetup-data-science-responsable-et-de-confiance-s04e01 monthly 0.5 2023-07-04 https://www.labelia.org/fr/blog/replay-meetup-data-science-responsable-et-de-confiance-s03e04-kmxc8 monthly 0.5 2023-03-10 https://www.labelia.org/fr/blog/tribune-acclrons-les-certifications-et-lablisations-de-lia-responsable monthly 0.5 2022-10-17 https://www.labelia.org/fr/blog/replay-meetup-data-science-responsable-et-de-confiance-s03e04 monthly 0.5 2022-12-14 https://www.labelia.org/fr/blog/replay-meetup-data-science-responsable-et-de-confiance-saison-3-pisode-3 monthly 0.5 2022-06-29 https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/cb902653-6031-47a6-9838-f7e2da335a76/Page+de+garde+pr%C3%A9sentation+Meetup Blog Substra Foundation - Replay Meetup Data science responsable et de confiance - Saison 3 épisode 3 - Démarquez-vous Quel que soit le cas, la façon dont vous racontez votre histoire en ligne peut faire toute la différence. https://www.labelia.org/fr/blog/artefact-obtient-label-labelia monthly 0.5 2022-06-20 https://www.labelia.org/fr/blog/replay-meetup-data-science-responsable-et-de-confiance-saison-3-episode-2 monthly 0.5 2022-05-11 https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1652185689780-GHRPTAW8GJ39PAW6QWBZ/Capture+d%E2%80%99e%CC%81cran+2022-05-10+a%CC%80+14.27.53.png Blog Substra Foundation - Replay Meetup Data science responsable et de confiance - Saison 3 - épisode 2 - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.labelia.org/fr/blog/replay-meetup-data-science-responsable-et-de-confiance-saison-3-episode-1 monthly 0.5 2022-03-08 https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1646728007536-8XCWYEGUBEHIIQM0MWBN/Capture+d%E2%80%99e%CC%81cran+2022-03-08+a%CC%80+09.16.13.png Blog Substra Foundation - Replay Meetup Data science responsable et de confiance - Saison 3 - Episode 1 - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.labelia.org/fr/blog/replay-atelier-data-science-responsable-saison-2-episode-3 monthly 0.5 2022-02-01 https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1643735151882-AMXRWR9ENG2QGIE9ZADQ/christian-lue-8Yw6tsB8tnc-unsplash.jpeg Blog Substra Foundation - Replay - Atelier Data Science Responsable - Saison 2, Episode 3 - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.labelia.org/fr/blog/axionable-obtient-le-premier-label-ia-responsable-et-de-confiance monthly 0.5 2022-01-27 https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1643100039328-GAKYQXJ5LXUKZZWDWWB1/Logo_LabeliaLabs_Horizontal_BL_RVB.jpg Blog Substra Foundation - Axionable obtient le premier label « Labelia - IA responsable et de confiance » - 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Découvrez “Labelia”, le label IA responsable et de confiance - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1635845102438-GSKSJW7GTJ8I2IDBGSCK/axionable-1594307373.jpeg Blog Substra Foundation - Découvrez “Labelia”, le label IA responsable et de confiance https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1635845108441-NZH8ZOBRA489LQTHRVCQ/APRICITY-LOGO-WITH-STRAPLINE-DARK-BLUE_RGB.jpeg Blog Substra Foundation - Découvrez “Labelia”, le label IA responsable et de confiance https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1635870734289-WSP5GP03T94UFFEDEW6G/Capture+d%E2%80%99e%CC%81cran+2021-11-02+a%CC%80+17.31.51.png Blog Substra Foundation - Découvrez “Labelia”, le label IA responsable et de confiance - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1635868534429-81C3UNZ7UZH9AX3QUZCD/aivancity.png Blog Substra Foundation - 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Going Differentially Private: techniques and tools of the trade (Part 2/2) - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1630505945994-LX62J30T2LSK4S9ZF93N/Capture%2Bd%E2%80%99e%CC%81cran%2B2021-05-25%2Ba%CC%80%2B16.35.27.png Blog Substra Foundation - Going Differentially Private: techniques and tools of the trade (Part 2/2) - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.labelia.org/fr/blog/part-2-using-distributed-learning-for-deepfake-detection monthly 0.5 2021-10-08 https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1630505169139-XT3D3Z6GCCOVBSGEXMMS/photo-1530053969600-caed2596d242.jpeg Blog Substra Foundation - [Part 2/2] Using Distributed Learning for Deepfake Detection - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1630505225842-ER9Y02VFR3LC54D0L41E/Capture%2Bd%E2%80%99e%CC%81cran%2B2020-08-31%2Ba%CC%80%2B13.44.46.png Blog Substra Foundation - [Part 2/2] Using Distributed Learning for Deepfake Detection - Make it stand out Basic schema of the deepfake detector benchmark process using the Substra framework, as described in Part 1. https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1630505274050-X5U72W4OUSN4SQCXKLFT/Sche%CC%81ma%2BSubstra+%281%29.png Blog Substra Foundation - [Part 2/2] Using Distributed Learning for Deepfake Detection - Make it stand out Substra is decentralized: it runs on, and connects to, a set of machines in a private network. It is made of three parts: distributed nodes, a metadata network and a model network https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1630505311235-O6FWIHJV4MR8F2D37YF5/Capture%2B2.png Blog Substra Foundation - [Part 2/2] Using Distributed Learning for Deepfake Detection - Make it stand out Class diagram gathering all the assets and the links between each other. test_only is a boolean indicating if data is dedicated to testing.The testtuple associated with this data is then certified. https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1630505369053-4D61P1QU5M7YEHQPP4X1/image2.png Blog Substra Foundation - [Part 2/2] Using Distributed Learning for Deepfake Detection - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1630505390857-ZGYNQ1IJ3QLT95IQLK3P/image3.png Blog Substra Foundation - [Part 2/2] Using Distributed Learning for Deepfake Detection - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1630505422931-BO2257JUTKT2DR02IY36/image-asset+%281%29.png Blog Substra Foundation - [Part 2/2] Using Distributed Learning for Deepfake Detection - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1630505444760-6B601LCDCU3Z0IKEXFN8/image4.png Blog Substra Foundation - [Part 2/2] Using Distributed Learning for Deepfake Detection - Make it stand out A screenshot of the Substra Frontend, accessible with your browser https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1630505472468-I23LZMSIK44XP3Z7XQ8K/image6.png Blog Substra Foundation - [Part 2/2] Using Distributed Learning for Deepfake Detection - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1630505500836-AO5YH8GN74ZUU0YQJ4MF/image5.png Blog Substra Foundation - [Part 2/2] Using Distributed Learning for Deepfake Detection - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.labelia.org/fr/blog/differential-privacy-part1 monthly 0.5 2021-10-08 https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1621951237100-LEXO64P2PZZ1PFPQ2BDH/differential.jpeg Blog Substra Foundation - The nuts and bolts of Differential Privacy (Part 1/2) - Make it stand out Photo by Dayne Topkin on Unsplash https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1621951069274-0X4QKV8G6JE1061UKB6K/image6.jpg Blog Substra Foundation - The nuts and bolts of Differential Privacy (Part 1/2) - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1621950935504-I9KXAX4ZWXZC9OCUODT6/image10.jpg Blog Substra Foundation - The nuts and bolts of Differential Privacy (Part 1/2) - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1621950990097-IN72CGYA8GAC9I8I4ETR/image8.png Blog Substra Foundation - 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Distillation de modèle et confidentialité https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1615470533511-XDALK4SQIBVW44GBPJB9/image12.png Blog Substra Foundation - Distillation de modèle et confidentialité https://www.labelia.org/fr/blog/fairness-dans-le-machine-learning monthly 0.5 2021-02-11 https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1613061197121-HHPN0DS0VUBAX6DX1HER/photo-1589994965851-a8f479c573a9.jpeg Blog Substra Foundation - L'équité (Fairness) dans le Machine Learning https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1613059648790-6LS54JE3OWO6JFL8IRQ6/image12.png Blog Substra Foundation - L'équité (Fairness) dans le Machine Learning https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1613059636864-IF5JUX8XRHM5IXBUEVEB/image14.png Blog Substra Foundation - L'équité (Fairness) dans le Machine Learning https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1613059696530-EBK7SEG308PJXI2VHQ1V/image8.png Blog Substra Foundation - L'équité (Fairness) dans le Machine Learning https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1613059623271-3XML63BNT02PSDRIZP3O/image16.png Blog Substra Foundation - L'équité (Fairness) dans le Machine Learning https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1613060419025-J7LDO5LHYJYI6388GFTA/image9.png Blog Substra Foundation - L'équité (Fairness) dans le Machine Learning https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1613060410179-WGH2AU9Y2UHYY31ERYYA/image2.png Blog Substra Foundation - L'équité (Fairness) dans le Machine Learning https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1613060451787-G3IBBL33S173XGEMIS9D/image7.png Blog Substra Foundation - L'équité (Fairness) dans le Machine Learning https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1613060562840-WV75UDKGDU7NOHFXBRLP/image4.png Blog Substra Foundation - L'équité (Fairness) dans le Machine Learning https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1613060554106-JELM58YTEM0PVV9BBATU/image15.png Blog Substra Foundation - L'équité (Fairness) dans le Machine Learning https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1613060605379-7BXZ42KXAPDOQWXE7J0C/image6.png Blog Substra Foundation - L'équité (Fairness) dans le Machine Learning Licence: https://www.media.mit.edu/projects/gender-shades/press-kit/ https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1613060670429-5OJLRZK6BOFG8KZCARRH/image13.png Blog Substra Foundation - L'équité (Fairness) dans le Machine Learning Source : https://arxiv.org/pdf/1908.09635.pdf https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1613060775148-59CGUMJY20WHOEB365UH/image10.png Blog Substra Foundation - L'équité (Fairness) dans le Machine Learning https://arxiv.org/pdf/1908.09635.pdf https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1613060818124-C6LYPCB8E0HEEIUERP8Y/image1.png Blog Substra Foundation - L'équité (Fairness) dans le Machine Learning Aequitas https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1613060874883-XZDS59INQA70VGT8C96B/Capture+d%E2%80%99e%CC%81cran+2021-02-11+a%CC%80+17.27.43.png Blog Substra Foundation - 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À gauche, une scène du film Man of Steel de 2013. À droite, la même scène modifiée à l'aide d’une technologie de deepfake. Source : Wikipedia https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1597740795859-HLYBDRKZ09G7XXU9CW7U/image1.png Blog Substra Foundation - [1/2] Utilisation de l'apprentissage distribué pour la détection de deepfakes Illustration d'un auto-encodeur utilisé pour créer des deepfakes. 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Vous pouvez en générer d'autres sur thispersondoesnotexist.com https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1597741265055-UI9JYS5ZEC14N18Y8YZC/image3.png Blog Substra Foundation - [1/2] Utilisation de l'apprentissage distribué pour la détection de deepfakes Schéma conceptuel du processus de benchmark de détecteurs de deepfake utilisant le framework Substra. https://www.labelia.org/fr/blog/organisation monthly 0.5 2021-10-08 https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1588088746264-VIH0KQ3OFS817OC7888H/photo-1501360575895-3f3f2639fd74.jpg Blog Substra Foundation - Comment créer un produit que la communauté aime ? Photo by Sneaky Elbow on Unsplash https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1588088690035-INTIC2SS6AH9JPT5YE7V/andrew-neel-1-29wyvvLJA-unsplash.jpg Blog Substra Foundation - Comment créer un produit que la communauté aime ? 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It is made of three parts: distributed nodes, a metadata network and a model network https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1598874524774-RO9HGTTL45FR7Z2SHNII/Capture+2.png Substra Foundation's blog - [Part 2/2] Using Distributed Learning for Deepfake Detection Class diagram gathering all the assets and the links between each other. test_only is a boolean indicating if data is dedicated to testing.The testtuple associated with this data is then certified. https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1598874833991-GTP6C40YZIKXHYAJI9KL/image2.png Substra Foundation's blog - [Part 2/2] Using Distributed Learning for Deepfake Detection https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1598874882039-5JTY7AJ2AW7SV2RA2O2D/image3.png Substra Foundation's blog - [Part 2/2] Using Distributed Learning for Deepfake Detection https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1598874913048-59K8IEN0J8RI9JRC8PXQ/image-asset.png Substra Foundation's blog - [Part 2/2] Using Distributed Learning for Deepfake Detection https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1598874964247-F7ZJXYCQJW25VYEFMFMC/image4.png Substra Foundation's blog - [Part 2/2] Using Distributed Learning for Deepfake Detection A screenshot of the Substra Frontend, accessible with your browser https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1599035060585-UU6ICPAWP667JHFQDO16/image6.png Substra Foundation's blog - [Part 2/2] Using Distributed Learning for Deepfake Detection https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1599035141820-0463JOPR9GSKUDF6XUAE/image5.png Substra Foundation's blog - [Part 2/2] Using Distributed Learning for Deepfake Detection https://www.labelia.org/en/blog/deepfake1 monthly 0.5 2024-10-03 https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1597129224838-UHPAWYBC9V74I0G92KQ4/rosie-kerr-5uS3tKTwhOI-unsplash.jpg Substra Foundation's blog - [Part 1/2] Using Distributed Learning for Deepfake Detection Photo by Rosie Kerr on Unsplash https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1597057674877-5FUH261T25FK6SWTY4CM/Deepfake_example.gif Substra Foundation's blog - [Part 1/2] Using Distributed Learning for Deepfake Detection A side-by-side comparison of videos. To the left, a scene from the 2013 motion picture Man of Steel. To the right, the same scene modified using deepfake technology. Source: Wikipedia https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1597057833052-X9IANBQOB0C7MCJ4BD1J/deepfakes_02d.png Substra Foundation's blog - [Part 1/2] Using Distributed Learning for Deepfake Detection Illustration of an autoencoder used to create deepfakes. 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You can generate more on thispersondoesnotexist.com https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1597058659788-KNLCI0CA6U9YKDEZHKH4/image3.png Substra Foundation's blog - [Part 1/2] Using Distributed Learning for Deepfake Detection Conceptual diagram of the deepfake detector benchmark process using the Substra framework. https://www.labelia.org/en/blog/first-fl-model monthly 0.5 2024-10-03 https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1594625169007-8RJYSLGCYIDOA43ZZNM0/FL_blog_square-1024x1024.jpg Substra Foundation's blog - [Guest post] Story of the 1st Federated Learning Model at Owkin https://www.labelia.org/en/blog/melloddy-a-unique-project-a-unique-organization monthly 0.5 2021-10-08 https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1593589445097-7UYYOIZ7JB60T7RAQH03/andrik-langfield-ujx_KIIujRg-unsplash.jpg Substra Foundation's blog - MELLODDY - A unique project, a unique organization. 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Data sharing can be managed by either using centralized or decentralized approaches https://www.labelia.org/en/blog/how-does-blockchain-enable-healthy-collaboration-between-hospitals-and-private-organization-on-health-data monthly 0.5 2021-10-08 https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1574676598159-CR1ZUYYMN1JNKUJDF2V9/photo-1527474305487-b87b222841cc.jpeg Substra Foundation's blog - How does blockchain enable healthy collaboration between hospitals and private organization on health data? Photo by Franki Chamaki on Unsplash https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1575468647370-LBTPGKO9PSW5OTYQB8F4/image5268.png Substra Foundation's blog - How does blockchain enable healthy collaboration between hospitals and private organization on health data? https://www.labelia.org/en/blog/ai-and-sensitive-data-a-trust-problem monthly 0.5 2021-10-08 https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1571996394948-XXKR26J9VSQONQLODSC6/dj-johnson-mTH1CZWaX0Q-unsplash.jpg Substra Foundation's blog - AI and Sensitive Data: a Trust Problem Photo by DJ Johnson on Unsplash. https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1571991853469-63F5F16TT4AREBTPXKAW/Screenshot_aidoc.png Substra Foundation's blog - AI and Sensitive Data: a Trust Problem Illustration article itnonline.com - Aidoc receives FDA clearance. https://images.squarespace-cdn.com/content/v1/5caddc64ebfc7f56ecea3c28/1571992014514-57YDPFYZON619IWW5BRG/Screenshot_healthitsecurity.png Substra Foundation's blog - 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