#30daysofflcode search results

I am publicly taking the #30daysofFLCode challenge with @openmind_agi . I hope I can share all my learnings day wise here. #FederatedLearning #FL

I'm publicly committing to the #30DaysOfFLCode Challenge! Join me in learning more about #FederatedLearning → 30DaysOfFLCode.com

I'm publicly committing to the #30DaysOfFLCode Challenge! Join me in learning more about #FederatedLearning → 30DaysOfFLCode.com

SyftBox : Compute on private data without accessing it! 🔹 Data Owners keep control & share only results 🔹 API Developers run secure computations 🔹 Fully decentralized & privacy-first syftbox-documentation.openmined.org/tutorials/comp… #30DaysOfFLCode #AI #Privacy #Decentralization #SyftBox

I'm publicly committing to the #30DaysOfFLCode Challenge! Join me in learning more about #FederatedLearning and Privacy Enhancing Technologies (PETs). Let’s build our skills and shape the future of AI together! 🚀 Check out here: 30DaysOfFLCode.com #AI #OpenMined

I'm publicly committing to the #30DaysOfFLCode Challenge! Join me in learning more about #FederatedLearning → 30DaysOfFLCode.com

Last month, I completed the #30DaysOfFLCode Challenge by @openminedorg! I encourage anyone interested in learning about privacy-preserving technologies, security in AI, and FL to take the challenge! info.openmined.org/30daysofflcode

Day 30: Efficient Pruning for Machine Learning under HE -Pruning boosts traditional ML efficiency but not in HE-based ML. Tile sparsity enables efficient efficient pruning by skipping entire blocks of encrypted data, reducing operations. fhe.org/meetups/041-Ef… #30DaysOfFLCode

Day 29: Concrete ML - Machine Learning on Encrypted Data A model is converted to an FHE-compatible format via quantization, and its weights are encrypted. It then performs predictions on FHE-encrypted data, with the results being encrypted youtube.com/watch?v=DP_4OB… #30DaysOfFLCode

Day 28: Verifiable FHE 1 Users can employ ZKP to verify that the FHE encryption of their plain query was correctly done. On the server side, it can be used to verify that the computations on this encrypted data are carried out correctly. blog.sunscreen.tech/snarks-shortco… #30DaysOfFLCode

Day 27: Apple's Enhanced Visual Search with ML, HE & PNNS ML model on your device identifies matching landmarks in your photo gallery, creates an encrypted code from them which is used with HE to retrieve a desired photo from Apple's server machinelearning.apple.com/research/homom… #30DaysOfFLCode

Day 26: Private Information Retrieval PIR allows a user to send an encrypted query to a server, which then performs homomorphic computations to retrieve the desired information, sending back the result still encrypted to preserve privacy. machinelearning.apple.com/research/homom… #30DaysOfFLCode

Day 25: Problems and Research Trends in Federated Learning I read about problems in FL which requires further research. This includes improving efficiency and effectiveness, reduction in training biases, and robustness against attacks. drive.google.com/file/d/1QGY2Zy… #30DaysOfFLCode

Day 24: Cross-Silo Federated Learning -It involves fewer clients (organizations) with specific identities -Most clients participate in each FL round with very few going offline. -Data Partition can be vertical or horizontal across clients. drive.google.com/file/d/1QGY2Zy… #30DaysOfFLCode

Day 23: Cross-device Federated Learning (FL) and Challenges - In cross-device FL, devices share the same features but have different data samples - Communication among FL clients is challenging because the mobile devices often go offline. drive.google.com/file/d/1QGY2Zy… #30DaysOfFLCode

Day 22: Cross-Device Federated Learning at Apple Apple uses differentially private federated learning to personalize Siri. This enables an iPhone to respond exclusively to its owner’s voice, even in the presence of other phones and voices technologyreview.com/2019/12/11/131… #30DaysOfFLCode

Day 21: Privacy Preserving AI - Lecture (Andrew Trask - OpenMined) Focuses on how privacy enhancing technologies such as differential privacy, multiparty computation and federated learning enables remote training of models on private data.youtu.be/4zrU54VIK6k?fe… #30DaysOfFLCode

Completed the #30DaysOfFLCode Learned so much and advanced mixing of PHEs project. Next up: zk proofs for verifiable computations to enhance PETs. Grateful for the journey and the amazing people I met! 🚀 the journey will continue …

Day 20: Beyond Privacy Trade-offs with Structured Transparency Participants can't prevent other collaborators from misusing their data (copy problem). The proposed techniques enable collaborators to reduce the risks of collaboration. arxiv.org/abs/2012.08347 #30DaysOfFLCode

Day 19: Federated fine-tuning of LLMs (Part 3) I continued with the decentralized/federated fine-tuning of the LLM, leveraging parameter efficient fine-tuning to optimize communication efficiency and differential privacy to improve privacy learn.deeplearning.ai/courses/intro-… #30DaysOfFLCode

𝙵𝚕𝚞𝚖𝚒𝚗𝚎𝚗𝚜𝚎 𝟸𝟶𝟸𝟹 𝚊𝚎𝚜𝚝𝚑𝚎𝚝𝚒𝚌𝚜

🗂️ epyepe.cloud/f/4l1ecyzp1u8 🗂️ epyepe.cloud/f/4o719sibdy8 🗂️ epyepe.cloud/f/m1tmflrzjkc 🗂️ epyepe.cloud/f/010snaa4id2 Bhsjdh.to

⭑ [ rt like before use! ] ⟢ ⭐️🍎 free .png files/frames🐟🧃 drive.google.com/drive/folders/… ‧₊˚ ⋅ 𓐐𓎩 ‧₊˚ ⋅

cdn.co-v.lat/a/9uYtrE8uw alst.fun/e/srhCKJWFm alst.fun/e/bPJFJioSK alst.fun/e/CRQpVMnGS alst.fun/e/QY5kbto2b alst.fun/e/V7o3gVUkn alst.fun/e/ysQvPX7wA alst.fun/e/Qx8KanwzX

My whole timeline has been consisting of HEX CODE #c2fe0b

Some of my personal favorites from the 30 day challenge I did back in November ✨

Day thirty of attempting to capture the essence of the abyss through a digital medium

౨ৎ [ like rt before use ] ⋆. 𐙚 ̊ 💗 pink png frames ! 🎀 🎀 + some white png that would match to be mixed💗 🫧 personal use only !! 🫧 🔗 drive.google.com/drive/folders/…

cdn.co-v.lat/a/5uXtrE9er alst.fun/e/f4DvTX7VC alst.fun/e/AbYSqu7Md alst.fun/e/6GRHTz8DS alst.fun/e/MsktyTnAg alst.fun/e/6aQnmUJHA alst.fun/e/JgvbWNUo9 alst.fun/e/nkBvUrPA8

⭐️ png frames ⭐️ 🔗 drive.google.com/drive/folders/… ‼️ personal use only

Day thirty-one of attempting to capture the essence of the abyss through a digital medium

DAY 38‼️me when my friends :3 ❤️🍓🍒✨ #FNF #fridaynightfunkin #DailyFNF

🩷 rt like before use 🩷 🎸 i⭐️u png frames 🎸 ❗️ personal use only ❗️ 🔗 drive.google.com/drive/u/4/fold…

Day thirty-five of attempting to capture the essence of the abyss through a digital medium

Day thirty-four of attempting to capture the essence of the abyss through a digital medium

Day thirty-three of attempting to capture the essence of the abyss through a digital medium

You may not like it, but this is what 30 and locked in looks like

wid0y.pro/e/3abry3r7lhve wid0y.pro/e/cl1l6wotc7au wid0y.pro/e/7m3nnwnkpptt wid0y.pro/e/m49h85ij7bq2 wid0y.pro/e/5li1o4j7apno

DAY 36‼️not a very nice taste 😟 #FNF #fridaynightfunkin