30DaysOfFLCode

A repo for collecting and aggregating FL resources during Openminded 30 Days of FL code event

Federated Learning Schedule: Nov 20, 2024 – Dec 20, 2024

Resources

---

Books

• Books

---

Research Papers

• ResearchPapers

---

Online Resoruce Links

• Links

---

Avaliable Dataset

• Dataset

---

Federated Learning Frameworks, Libraries and Platform

• Frameworks

---

November 2024

Nov 20, 2024 (Wednesday): Introduction to Federated Learning

• Reading:

1. Shokri, R., & Shmatikov, V. (2015, October). Privacy-preserving deep learning. In Proceedings of the 22nd ACM SIGSAC conference on computer and communications security (pp. 1310-1321). Link

2. McMahan, Brendan, et al. "Communication-efficient learning of deep networks from decentralized data." Artificial intelligence and statistics. PMLR, 2017. Link

3. Kairouz, Peter, et al. "Advances and open problems in federated learning." Foundations and trends® in machine learning 14.1–2 (2021): 1-210. Link

--

• Exercise:

• Resource:

---

Nov 21, 2024 (Thursday): Federated Learning vs. Distributed ML

• Reading:

• Exercise:

• Resource:

---

Nov 22, 2024 (Friday): Federated Averaging (FedAvg)

• Reading:

• Exercise:

• Resource:

---

Nov 23, 2024 (Saturday):

• Reading:

• Exercise:

• Resource:

---

Nov 24, 2024 (Sunday):

• Reading:

• Exercise:

• Resource:

---

Nov 25, 2024 (Monday):

• Reading:

• Exercise:

• Resource:

---

Nov 26, 2024 (Tuesday):

• Reading:

• Exercise:

• Resource:

---

Nov 27, 2024 (Wednesday):

• Reading:

• Exercise:

• Resource:

---

Nov 28, 2024 (Thursday):

• Reading:

• Exercise:

• Resource:

---

Nov 29, 2024 (Friday):

• Reading:

• Exercise:

• Resource:

---

Nov 30, 2024 (Saturday):

• Reading:

• Exercise:

• Resource:

---

December 2024

Dec 1, 2024 (Sunday):

• Reading:

• Exercise:

• Resource:

---

Dec 2, 2024 (Monday):

• Reading:

• Exercise:

• Resource:

---

Dec 3, 2024 (Tuesday):

• Reading:

• Exercise:

• Resource:

---

Dec 4, 2024 (Wednesday):

• Reading:

• Exercise:

• Resource:

---

Dec 5, 2024 (Thursday):

• Reading:

• Exercise:

• Resource:

---

Dec 6, 2024 (Friday):

• Reading:

• Exercise:

• Resource:

---

Dec 7, 2024 (Saturday):

• Reading:

• Exercise:

• Resource:

---

Dec 8, 2024 (Sunday):

• Reading:

• Exercise:

• Resource:

---

Dec 9, 2024 (Monday):

• Reading:

• Exercise:

• Resource:

---

Dec 10, 2024 (Tuesday):

• Reading:

• Exercise:

• Resource:

---

Dec 11, 2024 (Wednesday):

• Reading:

• Exercise:

• Resource:

---

Dec 12, 2024 (Thursday):

• Reading:

• Exercise:

• Resource:

---

Dec 13, 2024 (Friday):

• Reading:

• Exercise:

• Resource:

---

Dec 14, 2024 (Saturday):

• Reading:

• Exercise:

• Resource:

---

Dec 15, 2024 (Sunday):

• Reading:

• Exercise:

• Resource:

---

Dec 16, 2024 (Monday):

• Reading:

• Exercise:

• Resource:

---

Dec 17, 2024 (Tuesday):

• Reading:

• Exercise:

• Resource:

---

Dec 18, 2024 (Wednesday):

• Reading:

• Exercise:

• Resource:

---

Dec 19, 2024 (Thursday):

• Reading:

• Exercise:

• Resource:

---

Dec 20, 2024 (Friday): Future of Federated Learning

• Reading:

• Exercise:

• Resource:

---

• Social Post: - Linked Post