30 Days of FL Code

Publicly committing to the hashtag#30DaysOfFLCode Challenge!

Two main rules:

• Study Federated Learning (and/or any other PETs) for at least 1 hour/day for 30 days
• Share Your Progress Daily by posting on social media using #30DaysOfFLCode and engage with other participants.

Discover more on www.30DaysOfFLCode.com.

---

Logs

(need to be cleaned up and updated)

First Week

• Day 1: Introduction to Federated Learning Part 1
• Day 2: Introduction to Federated Learning Part 2
• Day 3: Casual Hackathon
• Day 4: Introduction to Federated Learning Part 3
• Day 5: SyftBox Apple Health Steps Counter Part 1 (POC)
• Day 6: SyftBox Apple Health Steps Counter Part 2 (Member)
• Day 7: SyftBox Apple Health Steps Counter Part 3 (Aggregator)

Second Week

• Day 8: Reading: Challenges, Open Problems in FL, Intro to Federated Learning by deeplearning.ai and Flower
• Day 9: Reading: Challenges, Open Problems in FL, Intro to Federated Learning by deeplearning.ai and Flower; also: Zero Knowledge Proofs
• Day 10: Intro to Federated Learning by deeplearning.ai and Flower, Federated Fine-tuning of LLMs with Private Data
• Day 11: Perplexity Federated Fine-tuning of LLMs with Private Data
• Day 12: LLM Centralized and Federated Fine Tuning Federated Fine-tuning of LLMs with Private Data
• Day 13: PEFT and Federated Learning of LLMs
• Day 14: Federated Learning on Syftbox

Third Week

• Day 15: Learning Homomorphic Encryption
• Day 16: Learning Homomorphic Encryption
• Day 17: Learning Homomorphic Encryption - Schemes
• Day 18: Learning Homomorphic Encryption - Tenseal / Benchmarks
• Day 19: Learning Homomorphic Encryption - Tenseal / Encrypted Convolution
• Day 20: Learning Homomorphic Encryption - Context
• Day 21: Revisiting Apple Health Steps Counter & Fixes

Fourth Week

• Day 22: Revisiting Apple Health Steps Counter & Updates (but scrapped)
• Day 23: Fully Homomorphic Encryption (FHE) Machine Learning using Concrete ML & Scikit Learn
• Day 24: FHE Machine Learning using Concrete ML & Torch
• Day 25: Private Set Intersection - Diffie Hellman and Paillier
• Day 26: Private Set Interesction - OT and OPRF
• Day 27: SMPC - Additive, Shamir's, and SPDZ
• Day 28: FL Secure Aggregation

Fifth Week

• Day 29: Confidential Computing
• Day 30: Recap and Reflection - Structured Transparency