Season 5

Ahmed Sayed | REFL: Resource Efficient Federated Learning | #33
May 26, 2023x
3
58:5353.92 MB

Ahmed Sayed | REFL: Resource Efficient Federated Learning | #33

Summary: Federated Learning (FL) enables distributed training by learners using local data, thereby enhancing privacy and reducing communication. However, it presents numerous challenges relating to the heterogeneity of the data distribution, device capabilities, and participant availability as dep...

Subhadeep Sarkar | Log-structured Merge Trees | #32
May 11, 2023x
2
59:2754.43 MB

Subhadeep Sarkar | Log-structured Merge Trees | #32

Summary: Log-structured merge (LSM) trees have emerged as one of the most commonly used storage-based data structures in modern data systems as they offer high throughput for writes and good utilization of storage space. In this episode, Subhadeep Sarkar presents the fundamental principles of the L...

Andra Ionescu | Topio: The Geodata Marketplace | #31
April 25, 2023x
1
46:2542.5 MB

Andra Ionescu | Topio: The Geodata Marketplace | #31

Summary: The increasing need for data trading across businesses nowadays has created a demand for data marketplaces. However, despite the intentions of both data providers and consumers, today’s data marketplaces remain mere data catalogs. In this episode, Andra tells us about her vision for market...